{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 傅里叶变换的更多性质\n",
    "\n",
    "除了上一篇博文[傅里叶变换的基本性质](https://mp.csdn.net/mdeditor/84431146)所提到的性质外，傅里叶变换还有一些非常有用的性质和概念，包括：\n",
    "+ 能量不变（Energy conservation）\n",
    "+ 分贝幅度（Amplitude in decibels(dB)）\n",
    "+ 相位展开（Phase unwrapping）\n",
    "+ 补零（Zero-padding）\n",
    "+ 快速傅里叶变换（FFT）\n",
    "+ 零相位窗（Zero-phase windowing）\n",
    "\n",
    "以上概念或者性质能够帮助我们更好利用傅里叶变换对信号进行分析，接下来配合具体代码逐个说明\n",
    "\n",
    "首先导入必要的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.fftpack import fft\n",
    "from scipy.io.wavfile import read as WAV_read\n",
    "from scipy.signal import get_window\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 能量不变（Energy conservation）\n",
    "\n",
    "即在时域上计算能量的结果与在频域上的结算结果不变，公式表达为：\n",
    "$$\n",
    "\\sum_{n=-N/2}^{N/2 - 1}\\vert x[n]^2\\vert = \\frac{1}{N}\\sum_{k=-N/2}^{N/2 - 1} \\vert X[k]^2\\vert\n",
    "$$\n",
    "\n",
    "我们举个小例子来说明这个性质\n",
    "\n",
    "下面的代码计算了一段信号在时域和频域上的信号，结果显示，它们完全一致"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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D5+ycVPo0SCg1w+kxiRS7m1zOrNdJjNqlyeOfrmdajAvqBuziffXls4+z1Ex3N2kmUcg0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\nvG4npR4nDRVeGsq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YD9NWV8rlq2u5yC4O+asMB/9PDE1kXY4jUbzbKnFc4pXDAxgD121q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\n/xflJ1ObTFjPFgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28ef5bef390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Energy in time domian : 113106768.166\n",
      "Energy in frequency domian : 113106768.166\n"
     ]
    }
   ],
   "source": [
    "N = 511\n",
    "audio_path = 'sounds/soprano-E4.wav'\n",
    "(fs, x) = WAV_read(audio_path)\n",
    "x = x[1000:1000+N]\n",
    "w = get_window('blackman', N)\n",
    "xw = x*w;\n",
    "plt.plot(xw)\n",
    "plt.show()\n",
    "\n",
    "X = fft(xw)\n",
    "\n",
    "# calculating energy in time domain and frequency domain\n",
    "energy_in_time = np.sum(np.square(xw))\n",
    "energy_in_freq = 1.0/N * np.sum(np.square(np.abs(X)))\n",
    "\n",
    "print('Energy in time domian :', energy_in_time)\n",
    "print('Energy in frequency domian :', energy_in_freq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分贝幅度（Amplitude in decibels(dB)）\n",
    "\n",
    "通过对幅度进行对数，可以得到分贝幅度。分贝幅度视觉效果更好，具体计算公式为：\n",
    "$$\n",
    "A = 20*\\log(abs(X))\n",
    "$$\n",
    "\n",
    "其中A表示分贝幅度，X为傅里叶变换后的信号，$\\log$是以10为底的对数操作\n",
    "\n",
    "分贝幅度能够更好显示幅度的变化\n",
    "![Amplitude_in_decibels](imgs/Amplitude_in_decibels.png)\n",
    "\n",
    "下面的程序演示了分贝幅度的计算过程\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rK+nntHmDyE2iDGNWoR6RKJ92QaQYAOcnEXBPple2WP40UYZ7sr24g+EovvHM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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28ef6054748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 1024\n",
    "audio_path = 'sounds/soprano-E4.wav'\n",
    "(fs, x) = WAV_read(audio_path)\n",
    "x = x[1000:1000+N]\n",
    "w = get_window('blackman', N)\n",
    "xw = x*w\n",
    "\n",
    "X = fft(xw)\n",
    "abs_X = np.abs(X)\n",
    "mX = 20*np.log10(abs_X)\n",
    "\n",
    "plt.figure(figsize=(12,10))\n",
    "\n",
    "plt.subplot(311)\n",
    "plt.plot(xw);plt.title('x')\n",
    "\n",
    "plt.subplot(312)\n",
    "plt.plot(abs_X);plt.title('abs(X)')\n",
    "\n",
    "plt.subplot(313)\n",
    "plt.plot(mX);plt.title('20*log10(abs(X))')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相位展开（Phase unwrapping）\n",
    "\n",
    "幅度可以用分贝幅度来获得更好的表示，同样的，相位能够用相位展开来优化显示效果\n",
    "\n",
    "![Phase_unwrapping](imgs/Phase_unwrapping.png)\n",
    "\n",
    "如果不使用相位展开，相位会严格的落在$[\\pi, -\\pi]$之间，这样显示的相位看起来特别乱，没有规律\n",
    "\n",
    "关于相位展开的详细说明，请参看[Unwrap](https://www.mathworks.com/help/dsp/ref/unwrap.html?searchHighlight=phase%20unwrap&s_tid=doc_srchtitle)\n",
    "根据上面这个参考链接，我们可以写一个自己的简单版本的unwrap\n",
    "\n",
    "下面代码说明如何做相位展开以及如何写unwrap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def my_unwrap(p):\n",
    "    discont = np.pi\n",
    "    unwraped_p = np.zeros(p.size)\n",
    "    unwraped_p[0] = p[0]\n",
    "    count = 0\n",
    "    # 遍历相位，下标从1开始\n",
    "    for i in range(1, len(p)):\n",
    "        diff = p[i] - p[i-1]\n",
    "        if(diff > discont):\n",
    "            count -= 2\n",
    "        elif(diff < -discont):\n",
    "            count += 2\n",
    "    \n",
    "        unwraped_p[i] = p[i] + count*np.pi\n",
    "    return unwraped_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MCyEi2Pi/D+CuYJMUEciW0kZuWp7uldcYrvYeB3965yD/2X6Eth7HcfszYkOI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\nXRTWtHOwto3CGvfs95bSBrr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dqY9rDOJN2w41ArBosn8G2DGhNsNSREo8AfaUOAmETuTs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\nGkaEm2XQ+o2xcLBjLB3sr3rW4+iJ1x3LORG40PP4PzZPETxrhYPt7Ci9A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YwtsY463Lwo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CGEWFP2pUSj1OiONcD1ui5cbs0HilIJtRj53vlqajr65nTe3iEnv7rZxLv3JfHSp4+wbZMn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\nHBISnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28ef669f3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 511\n",
    "audio_path = 'sounds/soprano-E4.wav'\n",
    "(fs, x) = WAV_read(audio_path)\n",
    "x = x[1000:1000+N]\n",
    "w = get_window('blackman', N)\n",
    "xw = x*w\n",
    "\n",
    "X = fft(xw)\n",
    "abs_X = np.abs(X)\n",
    "mX = 20*np.log10(abs_X)\n",
    "px1 = np.angle(X)\n",
    "px2 = np.unwrap(px1)\n",
    "px3 = my_unwrap(px1)\n",
    "\n",
    "plt.figure(figsize=(12,15))\n",
    "\n",
    "plt.subplot(411)\n",
    "plt.plot(xw);plt.title('x')\n",
    "\n",
    "plt.subplot(412)\n",
    "plt.plot(px1);plt.title('px1 = phase spectrum')\n",
    "\n",
    "plt.subplot(413)\n",
    "plt.plot(px2);plt.title('px2 = unwrapped phase specturm')\n",
    "\n",
    "plt.subplot(414)\n",
    "plt.plot(px3);plt.title('px3 = unwrapped phase specturm by using my_unwrap')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 补零（Zero-padding）\n",
    "\n",
    "在时域信号上的尾部补零，那么等同于在频域上做插值\n",
    "\n",
    "补零是非常有用的一个性质，它可以增加频域的分辨率\n",
    "\n",
    "![Zero_padding](imgs/Zero_padding.png)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KahGRYmvH/mPc+/FiakWXYsStbQkP0yPIizoz44a2dZg5uAs3xZ3H+/M2cOXw2UxduUNz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QybuoTDWSe8jiQiZ3AsJ48RbySxNyOb14Z0pkH1SK8jiQQVFdUlbNkPB+k/cSHDpiwhMzuXF/u3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\nOnNIXeBXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28ef63e6fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([0,0,-.5,0,1,0.5,0,0])\n",
    "X = fft(x)\n",
    "mX1 = np.abs(X)\n",
    "\n",
    "# 在x尾部添加了8个0\n",
    "x2 = np.pad(x, (0,8), 'constant', constant_values=(0))\n",
    "X2 = fft(x2)\n",
    "mX2 = np.abs(X2)\n",
    "\n",
    "# 在x1尾部添加了16个0\n",
    "x3 = np.pad(x2, (0,16), 'constant', constant_values=(0))\n",
    "X3 = fft(x3)\n",
    "mX3 = np.abs(X3)\n",
    "\n",
    "plt.figure(figsize=(12,15))\n",
    "\n",
    "plt.subplot(411)\n",
    "plt.plot(x);plt.title('x')\n",
    "\n",
    "plt.subplot(412)\n",
    "plt.plot(mX1);plt.title('magnitude spectrum: mX1, N=8')\n",
    "\n",
    "plt.subplot(413)\n",
    "plt.plot(mX2);plt.title('magnitude spectrum: mX2, N=16')\n",
    "\n",
    "plt.subplot(414)\n",
    "plt.plot(mX3);plt.title('magnitude spectrum: mX3, N=32')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 快速傅里叶变换（FFT）\n",
    "\n",
    "快速傅里叶变换由Cooley-Tukey提出，将傅里叶变换的计算复杂度从O(n^2)减低到O(nlogn)，但是算法要求输入数据的长度必须是2的次幂\n",
    "\n",
    "因此，为了使用FFT，我们通常需要对输入信号进行补零至2的次幂大小\n",
    "\n",
    "另外要说的就是Scipy中的fft，如果输入大小为2的次幂大小，那么fft做快速傅里叶变换，否则它做离散傅里叶变换\n",
    "\n",
    "通常，在信号处理中，我们都使用FFT，因为它快啊"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 零相位窗（Zero-phase windowing）\n",
    "\n",
    "在使用FFT时，除了要补零以外，通常还要加一个零相位窗的操作，所谓零相位就是让信号以第0个抽样点左右对称。参看[零相位,线性相位与非线性相位](https://blog.csdn.net/shawn_shao/article/details/80178552)\n",
    "\n",
    "这么做的好处：得到的结果具有对称性，非常棒\n",
    "\n",
    "零相位窗的操作很简单，请看下面的示意图![Zero_phase_windowing_2](imgs/Zero_phase_windowing_2.png)\n",
    "\n",
    "配合代码，你肯定能明白零相位窗是怎么工作的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2c6ec9NiagmQ6++xsPtrsh5EJTzlS3wl4t6IGQGKk64OXzDgLIXxJAmchhE80d9l4Yks5\nl81JIzP+5BnC5bkJhIUYeedgnR9GJzzlSF0HKdHeragBg2ecpSSdEMJ3JHAWQvjEfR8dpdfu4PaV\nJ882A1hCjKzIS+Cdwjpc2V0iGB1r7iY7IcLr/cRHSI6zEML3JHAWQnhddWsPD20o5fK56Uw9RbWF\nVflJ1LT1UtLQ6cPRCU+qbu0hPTbM6/2YTQbiIszUdfR6vS8hhBgggbMQwuv+9PZhtIbvrsk75XnL\ncxMAWH+k0RfDEh7W73BS195LWoz3A2eAlGgLtW0SOAshfEcCZyH87KPDDdzx5E5q2nr8PRSvOFTb\nwfM7K/ny0skjVj+YFBfO5Phw1hc3+Wh0wpNq23pxakiPsYx8sgekWCVwFkL4lgTOQvjRo5vKuOGh\nrby2t4Zr79s8IYOA/++NIiJCTdyxKndU5y/PTWDz0Sb6HU4vj0x4WnWr68Ofz2acrRbq2ife34wQ\nInBJ4CyEn1S19vDzVw9ybl4ij9+0mIaOPv73pRM33Qxum4828V5RPbevzCU2wjyq55ydm0Bnn529\nla1eHp3wtOo2HwfO0Raaumz02WX3QCGEb0jgLISf3PthCQC/uGIWZ09N4IblWbxXVEdV68RI2dBa\n8+vXi0i1Wrhxedaon7c0Jx6lYP0RSdcINtWtrtnfdB8GzgD17ROvsobWmrs/KOaCP33IBX/6kLcO\n1Pp7SEIIJHAWwi/q2nt5elsFn5+XcTzIuGZhJhp4Zmu5fwfnIev21bKnopXvrMnDEjL6nQBjI8zM\nSreyoVgWCAabqtYe4iPMY/p5j8fA7pM1EyzFqb6jl9se38lv3zhETLgZp4ZvPLWLXeUt/h6aEGc8\nCZyF8IOHNpRhdzi5bVBN40lx4azKT+KpbRVBn9/b73DyuzeLyE+O4vPzMsb8/OW5Cewsb6Grz+6F\n0QlvqWrp8VmaBnwSONdOkDxnp1Pz6KYyzvv9h7xbVMf/XDKdZ25ewjM3LyE52sLtT+zEZg/u1wYh\ngp0EzkL4WLfNzlNby7lwRgqT4z+9UcRV8zNo6OhjV3lw5/c+tbWcsqZufnhxPkaDGvPzz85NwO7U\nbC2V7beDSXVrD2k+qqgBnwTOdRNgxnl/VRvXP7iFH798gHmTY3nrO+fy9RU5KKWIjwzl/y6bQU1b\nL6/vr/H3UIU4o0ngLISPPb+ziraefm46O/ukx5blJmA0KD4+0uCHkXlGZ5+dv7xzhMXZcazKTzqt\nNuZPjiXUZOBjqeccNLTW7sDZdzPOUaEmws3GoE7V6Ojt5wfP7eHSv61nf1U7v7h8Jo/cuPCk3RfP\nzUskOyGChzeW+WegQghAAmchfKrf4eRfHx9ldoaV+ZNjT3rcGhbCnAxrUAeMT28tp6nLxo8umY5S\nY59tBtf22wuz4oL6A8SZpr3HTpfN4bOFgQBKKVKig7Mkndaa1/bWcOGfPuK5HZXccm4OH/9wFV9a\nMnnIvxuDQfGVpZPZVd7K7org/kZKiGAmgbMQPvTMtgrKmrr51uqpwwaV50xNZG9lK63dNh+PzjNe\n3l3NrHQrcyfFjKudNQXJHKnvZH9Vm4dGJrxpoBqMLwNncKVrBNvmQTa7k+8+u4c7ntyJNdzMc7ct\n40cXTyfaEnLK531+fgaRoSYe3lDqo5EKIU407sBZKTVJKfW+UuqgUuqAUupbQ5yzUinVppTa7b78\neLz9ChFsum12/vLuERZmxXLetOFTGM6ZmoBTw8aS4CvHVtLQyb6qNtbOTRt3W5eflU6oycCTE6TK\nyETn681PBrhmnIOnHJ3Wmlsf38GLu6r47po8Xv3G2czLPPnbp6FEWUK4akEGr+2roT4IZ9mFmAg8\nMeNsB76ntS4AlgB3KKUKhjjvY631XPflZx7oV4ig8tCGMho6+rjr4mmnTGGYMymGqFAT64OwHNsr\nu6tRCj47Z/yBszUshEtnp/HyriqprhEEqvwVOLt3D3Q4tU/7PV0fHm7gvaJ6/vuSaXxz9dQxL579\nytIs7E7N41vkA6UQ/jDuwFlrXaO13um+3QEUAunjbVeIiaSly8Y9H5Rw/vRk5k+OO+W5IUYDC7Ji\ng7KixKt7q1mSHU9ytGcqK3xx8SS6bA6e2HLMI+0J76lu7cFsMhA/yh0iPSUzLhy7Ux+f8Q50d39Q\nQqrVwg3LTl4cPBpZCRGcl5/Ek1uOyY6JQviBR3OclVJZwFnAliEeXqaU2quUel0pNeMUbdyslNqu\nlNre0CALg8TE8Jd3j9Bls/ODi/JHdf6i7HiK6ztp7Ayer6ArmrspaehiTUGyx9qclxnL6mlJ/PHt\nw5Q1dnmsXeF5Va09pFktGE6j/OB4ZLmrT5Q1Bf7vx45jzWwtbebr5+RgNp3+2+8Ny7No7LTx6h4p\nTSeEr3kscFZKRQLPA9/WWref8PBOIFNrPRv4G/DScO1ore/TWi/QWi9ITEz01PCE8Ini+k7+8X4x\n//3iPt48UEtdey9/fucwD28s47rFk8lLjhpVO4uyXbPS28uCZ9Z5ILXknKkJHmtTKcUvr5hFiNHA\nt5/ZTVtPv8faFp7l61J0A7LctdCD4YPVS7uqCTcbuWbRpHG1c3ZuArlJkTy0sRStgyNFRYiJwiOB\ns1IqBFfQ/ITW+oUTH9dat2utO9231wEhSinPvbsKEQA2Fjey9u/r+d2bh3h5VxW3PLaDxb96lz+/\nc4TPnZXOTy8b9ouWk8xKt2IJMbAliNI11h9pJCXaQm5SpEfbTbFa+N2VszlQ3cbn/7mRV/dW094r\nAXSgqW7t9UvgnBwdSliIkdLGbp/3PVYfHWlgaU484WbTuNpRSnHDsiz2V7Wz45hswy2EL43vrxdQ\nrlVO/wIKtdZ/HOacFKBOa62VUotwBezBVzJAiGFsK2vmhoe2kZUQzsM3LiIpKpQPDzdQ3dZLmtXC\nyvykMS0CMpsMzMsMnjxnh1OzoaSR86cnn3bt5lO5aGYqj37VzDee2smdT+4iMy6cN759zrgDEOEZ\n/Q4ndR29Pi9FB64gcnJ8eMCnapQ1dnGsqXvIjY9Ox+fmpfPbN4p4aEMZC7JOvW5CCOE5nphxXg5c\nD5w3qNzcJUqpW5VSt7rPuRLYr5TaA/wVuEbL90tigqhu7eG2x3eQHhvGMzcvJS0mDJPRwOrpyVy/\nZDKrpyef1rbTi7LjOFjTHhSzqweq22jt7vdomsaJlk6JZ/OPVnPPl+ZR3tzNP94v9lpfYmxq23rR\n2vc1nAdkJ0QEfKrGh4dda3bOzfNMCmK42cQ1izJ540Bt0CyMFGIi8ERVjfVaa6W1nj2o3Nw6rfU9\nWut73Of8XWs9Q2s9R2u9RGu9cfxDF8L/tNZ879k99PU7uf/LC4j1YEWBRVlxaA07ygL/q9iBmfGl\nU+K92o/JaOCimal8bl469310lNIAD5bOFP4qRTdgcnwEFS3d2B1Ov/Q/Gh8ebmByfDiT4yNGPnmU\nrl8yGa01j22WqjNC+IrsHCjEOHx0pJFNR5v43gV5Hs/tPSszFpNBBUWe897KNtKsFpKiPFOGbiQD\ntbAfXC87qAWCTzY/8c3P/0TZCeH0OzTVrYG5KYjd4WTz0SaPfyMzKS6ci2am8PCGMo7UdXi0bSHE\n0CRwFuI0OZ2a375RREZsGF9cPNnj7YeZjczOsLK1NPCXA+ytbGV2xvi22B6LpCgLl85K5YWdlXTK\n5ih+569dAwcMVNYoDdA856LaDrptDhZ6IRf5p5+dQUSokdue2Elbd+CndQkR7CRwFuI0vVdUz4Hq\ndr5zft64arKeyqLsePZWttFjC9yNDtq6+ylr6mZWhtWn/X5p6WS6bA5e2lXl037Fyapae4mPMGMJ\nMfql/4FazqUNnX7pfyS7yl3pVqPdWnsskqIt/PWasyht7GL1Hz/gxV2VUqJOCC+SwFmI0/TA+qOk\nWi1cNnf820sPZ3F2HHanPv7GG4j2VbUBMMeHM84AZ02KoSA1mme2Vfi0X3GyssYuJsWF+63/pKhQ\nEqNC2R6gpdl2lreSEBlKRqx3ZuSX5Sbw8h3LyYgN5zvP7OGL92+hpk0WDArhDRI4C3EaDlS3sflo\nMzcsyyLE6L0/o/lZsSgFmwM4z3lPZSvgqj3tS0opLpmVwr6qNpq7bD7tW3xCa01hbTvTU0e3uY83\nKKU4Ny+R9cWNOJyBN9u6s7yFeZkxXinVOGBmupUXblvGL6+Yyb6qNi7/xwYOVp+4F5kQYrwkcBbi\nNPxrfal7B7BMr/YTbQlh7qQYPjhU79V+xmNfZRtZ8eFYw0N83veyXNdiq40ljT7vW7jUtvfS2t3P\n9NRov45jRV4ird397HV/kAsUjZ19HGvqZt5kz6dpnMhgUFy3eDLP3bYUg1J8+cEt1LUH5oJJIYKV\nBM5CjFF9ey//2VPNVfMzsIZ5P1g8f3oyeyvbAvYNcG9lK7N8nKYxYHa6lahQExuKA38B5UQ1MKvp\n78D5nNwElPqkXnKg2F3uCuS9kd88nGkp0Tx20yK6bQ7ufHIn/QFcpk+IYCOBsxBj9NjmY9idmhuX\ne2YHsJGsnp4EwLuFgTfrXN/eS3VbL3Mn+SdwNhkNLJkSz4ZimXH2l8IaV+A8LcV/qRoAsRFm5mTE\n8MGhwAqc91a1YVC+T2XKTYriV1fMYltZC09uKfdp30JMZBI4CzEGPTYHj28+xvnTk4+v5Pe2/OQo\n0mPCeLewzif9jcWuCtds2txJvg0KBls+JZ7y5m4qmrv9NoYzWWFNB5lx4URZfJ+qc6ILZiSzu6KV\nbWWBsyagsKad7IQIwsy+rziydm4ai7Lj+Nt7xXTbpGyjEJ4ggbMQY/DU1nJauvv5+jk5PutTKcWa\ngmTWFzfS1hNYdVp3V7RiMihmpPkvcF46xZXnvDWAF1BOZIU1/l0YONgNy7JIjwnj/720P2B2ETxY\n3U6Bn/4+lFJ8/8J8Gjv7eGSj7C4ohCdI4CzEKPX2O7jnwxKW5MSxKNvzGxmcylULMuizO3l0Y5lP\n+x3J7vJWpqdG+61+L0BuUiRhIUb2V7f5bQxnqm6bndKmLr/nNw8IN5v4f5cWUFTbwQ+f30dvv3/r\nn7f19FPV2uPXDxYLs+I4Z2oCj2wsC8iKI0IEGwmchRilZ7ZVUN/RxzdXT/V53zPSrJw3LYkHN5TS\nFSA75Tmcmn1VbX7Lbx5gNCgK0qI5UOWf0ltaazr77GfkV+FFtR1o7f+FgYNdOCOZb56Xy/M7K7n2\n/s1+DRYH8r8L/Pz/88VFmdS29/LxkcDK/xYiGJn8PQAhgkF7bz9/ffcIi7PjWJoT75cx3LEql8//\ncyP/eL+YH1w0zS9jGKykoZPOPjtz/Bw4A8xMi+a5HZU4nRqDwXu1ck/UY3Nwxd0bKKrtID7CzLvf\nO5eYcLPP+ve3QAkMB1NK8d0L8smIC+cHz+3llT1VXHFWhl/GEij/P6unJxMbHsK/d1SyMj/Jr2MR\nLvXtvbx1sI5NJU0U1bbT3mvHbDSQGRdOdmIEOQkRZMVHEBFqwu50Yndq7A5NT7+Dho4+bHYn4WYj\n+SlRzJ0U49dv/c40EjgLMQr/eK+Y5m4b/+/SAq9uYnAq8yfHctX8DO7+oIRIi4kbl2X7ZcHRgIEy\nW/6ecQbX5g+PbDpGaVMXUxIjfdbvS7urKKrt4IZlWTy6qYy/v1fM/15a4LP+/a2wpp0oi8lrO+KN\nx5XzMnh4Qxl/evsIl85O8+pGRcMprGknPsJMYlSoz/sezGwysHZuOk9uKae123ZGfbgLNBXN3fzl\n3SO8vLuKfocmPSaMGWnRxEea6e13cqypi9f31dDSPfr1LBFmI+cXJHPJrFRW5icSapIg2ps8Ejgr\npS4C/gIYgQe01r854XHlfvwSoBu4QWu90xN9C+FtR+o6eGhDGVfOy2Cmj0tKnejXn5tFZ5+d375x\niL+8c4Sbzs7m2+fnYTb5PijYVdFKlMVEjo+qi5zKwM9lf1WbzwJnrTUPbSilIDWan3y2gG6bnUc3\nHeMry7L8uv20Lx2sbmd6SrTfPkyeisGg+N4Fedz0yHb+s6eaz83z/azzwZp2CtIC4//nqgUZPLyx\njFf2VPPlpVn+Hs4Zp627n7s/LOah9WUYDHDd4slctziT3KTIIX8/WrpslDZ10dvvIMRowGRQhBgN\nhJoMJEYsmtWvAAAgAElEQVSFEmoy0t7bz/6qNt4prOON/bW8vLua+AgzVy2YxBcXZZIZf2a8Dvna\nuANnpZQR+AewBqgEtimlXtFaHxx02sXAVPdlMfBP97UQAc1md/LtZ3YTZTEFRHqEyWjg71+cx6aS\nJp7fWcndH5Sw6WgTT3xtMeFm336BtKeilbmTYnyaGjGc3KRIzCYD+6vaWDs33Sd9bixp4nBdJ7+7\ncrYrPWBNPi/trubej0r4xeWzfDIGf3I6NUW1HVw13z9pEKNx3rQkUqItvH2wzueBc7/DyeG6Tm5Y\nluXTfoczI81KQWo0/95eKYGzD/XYHDy0sZR7Piiho8/OFWel84MLp5FitZzyebERZmIjTv3NQJjZ\nSHK0hdXTk/nZ2pmsL27kqS3l3P/xUe75sIQVeYlcvSCD5VMSRmxLjJ4n3mkXAcVa66MASqmngbXA\n4MB5LfCo1loDm5VSMUqpVK11jQf696jHNh+jrLELp9ZoDU6t3RfQ2jXLNHD/0+e4r52uxx3OT57r\ncB9zOsGhNUalMBkVJoPC5P4kaTIaCDG4jhsNBkKMCpPBcPw8S4gRa1jI8Ut0WAgx4a7bURYTBqVc\n40PT79D0253YHE5s7muHUxNiNGA2GTAbDYSGuK9NBpRS9PY7qGvvpbatl+q2Hiqbe6hs6aG520Zv\nv4NoSwjRYSZiws2kx4SRERtGRmw4GbFhEza3SmvNz189yIHqdu69fr7fv24dYDQozp6awNlTE1g1\nLYlvPb2LHz6/j79eM9dnM1s9NgeH6jq4ffoUn/Q3khCjgemp0eyr8l1ljXX7aogMNfHZOWkApFgt\nXDo7lRd3VnHXxdOJDJ3YmXDlzd102xwUpAVOfvOJlFKszE/ktb019DucPk3XONrQhc3uDJhSfeCa\ndf6//xykqLadaSne/7m1dtt4bkclFc3dLMqO5/yCpDMmjaDP7uD5HVX85d3D1LX3cd60JL5/Yb7X\nFtKGGA2syk9iVX4SNW09PLOtgqe3VnDnk7sASIg0kxYTRkq0hShLCOFmI2FmI5YQI1GhJhKjQkmM\nCiUh0nUdExYy7KSIw6np7LXT3ttPW08/7b39tPfY6e130O8YyMd20u9wxT/9Tid2h/uYU39qwa4r\nLHTFVwPOzU/knKmJXvl/8gRPvLKnAxWD7ldy8mzyUOekAycFzkqpm4GbATIzMz0wvLF5r7CObWUt\nKAUGpTC4r5VyvQgbjh9XJ52DAqNSGA0KpRRGg+u+ch8zup/jcGp67Q7sDk2/O6i1Oz+53e/QrsUA\nn7r23srwEKOi33Fy+wN/RGaTgZq2Xtp7+mnptp10bmJUKMnRoUSYTUSEui9mI+FmE3ERIeQkRjJ3\nUgxpMYGXBzkcp1Pz41f28/jmcr52djYXzkjx95CGdNmcNCqau/ndm4dYMTWBqxZM8km/+6racDg1\nc/y01fZQClKjeX1/DVprn3yA2FbWzLzJsZ/64PilJZN5YWcVL+2q4ktLJnt9DP40sPAtkCpqDGVl\nfiJPb6tg57EWFvtwYe8nCwP9m9412Nq56fxqXSHPbqvkx5/1bi7++iON3Pb4Djr67FhCDDyy6Ri5\nSZH8/qo5AbEuwluau2w8srGMJ7Yco7HTxrzMGP527TyfljBNtYbx7fPzuHNVLrsrWtla1kxFczdV\nrb2UNXXR1eegp99Bj811PRSTQREfaSYuIhSnU2NzOOnrd9DRa6djHJWdQozuGIlPXqMHXq4HjsRH\nhk74wNmjtNb3AfcBLFiwwOd1hB66cZGvuxwVm915/NPdwKV90LXWHA/uQ4wKs9FAiMngmmU2GjAa\nFHank77+T2ai++yfzEhHhppIigolOdpCemwY6TFDzyQ7nZr6jj4qW7qpbOmhsqWbiuYe6jt66bI5\nqO/opbvRQZfNTlefg85Bf2CT4sJYnB3P+dOTWZmfGLAz1Q6n5q7n9/LvHZXccm4OdwVAisap3L5y\nCq/srubJreU+C5x3V7QAMDczcN4Ap6VE8dTWcuo7+kiOPvXXoOPV0mXjcF0nl7lnmwecNSmGGWnR\nPL752IQPnA/WtGNQkJccODOqQ1mem4DJoHj/UINPA+eDNe2YjQZyEv2/BmBAXISZi2am8uz2Cr51\n/lSsYcPv9uhwaraVNXO4roNJceGck5uAaZQz9m8frOP2J3aQkxDJH78wh/zkKN4/1MCPX97PF+7d\nxKNfXeTTn4UvVDR388DHR3lmewW9/U5WT0vihuVZnJ2b4Lccd5PRwIKsOBZkDR+0a61p77XT2NlH\nY0cfDZ19NHT00ei+bu6yYTQoQk1GQk0GotzfPru+hXZ94x1tcV2Hm42ufGx3cBzi/tZ8IEd7YFIx\n2HkicK4CBr9bZ7iPjfUccQpmk4GESNcMsD8ZDIoUq4UUq4UFWSOf322zU1LfxbayZraUNvFOYR3P\n7ag8vgr4M7NSWZEXOEF0Z5+d7z6zm7cO1vGt1VP59vlTA/4PXSnF5+en86t1RRxt6CTHB4vjdle0\nkhEb5vffx8GmpbgCuMKadq8HztuPuT44LDzhDUkpxdULJvGTVw5Q0tDp0wofvlZU20F2QkTA/O0O\nJ8oSwoKsWD44VM9dF/vuQ3BhTTt5KZF+qeZxKreem8N/9lTz2KYy7jxv6Jr0tW29fOvpXWwZtBtn\nekwYd183b8Tyk1WtPXz32d1MT43msZsWHw/O1xQkM39yLFffu4mbHtnOYzct4qzM2FO25XBqGjv7\n6O13kBkXHnCvxZUt3Wwtbeb9Qw2s21eDAi4/K51bVuQwNcA/UA5QSh1PAZ3Ir1ee5InAeRswVSmV\njSsYvgb44gnnvALc6c5/Xgy0BWJ+s/C8cLOJWRlWZmVY+erZ2dgdTjYfbea1fdW87l4FHBlqYvX0\nJBZlxzEnI4b8lCifv9lorfngcAM//89BjjV385PPFnDj8myfjmE81s5N5zevF/Hiriq+d0G+1/vb\nU9HGWQE02wwcz9ksqu3weq3a7WXNmI2GIYOINQXJ/OSVA7x1oI7bVk7cN6KShk7ykoIjOJg/OZZ7\nPjzqszxnrTUHq9s5b1rg1UyekWZlZX4iD24o48bl2USckIv//qF6vvfsHnr7HfzqilmsmpbInopW\nfvFaIVffu4k/Xj2Xz8xOHbJtu8PJd57ZjdOp+du1Z500ox0XYebxmxZz9b2b+NIDW7j/KwtYNiXh\nU+dordlV0crLu6p4dW8NTV02ACbHh3P1gklctzjTL+X0tNY0dtrYX9XGh4cbePtgHVWtPQBYw0K4\nYVkWN52dHVQpieL0jDtw1lrblVJ3Am/iKkf3oNb6gFLqVvfj9wDrcJWiK8ZVju7G8fYrgpPJaDi+\nsO1na2eyqaSJ1/bW8HZhHS/vrgZcs+vTU6M5a1IMi7PjWJgd57WZzZYuGy/vruLfOyo5UN3O5Phw\nHrtp0Ukv5oEuOdrC2VMTeXFXFd9dk+fVmZn6jl6qWnu4cXmW1/o4HdbwEFKtFg7Vdni9r61lzczK\nsA4525oWE8bsDCtvHqjltpWBsXjS02x2J8eaurl4ZmDm/p8oJyESh1NT0dztk29kGjr6aOqyBWz+\n9zdXT+XKf27krhc+WVTc0NHH794s4tntlUxLieLvX5xHbpLr/yrVGsaCrDhufWwHdzy5k6MNedx5\nXu5JrzM/e/UgW0ub+dMX5jA5fugUlRSrhWdvWcp1D2zmuge28Pl5GVw0IwWjUbG9rJn/7KmhvLkb\ns8nA+dOTWOp+LV63t4bfvXmIv79XzBcWTuJr52STEeu9cmtaa7aWNvPS7ip2lbdytNG12BNc71Er\npiZw84ocFmXHkZ8cFRDVhYRveCTHWWu9DldwPPjYPYNua+AOT/QlJo4Qo4EVeYmsyEvkN1pT0dzD\nnspW9lW1saeilae3lfPwxjIAchIjWJwdzzULJ53WTnW9/Q7Km7tp6bLR0++graefNw/U8s7BemwO\nJzPSovnF5TO5esEkv9RE9oQLCpL535caKG/uHvZNyxMCaeOTE+WnRB1flOUtPTYH+yrb+No5OcOe\nc0FBMr9/6zB17b1eTxvxh2NNXTic+nhgFeiy3XnGpY1dPgmcDw4sDAzQiiPzMmP53gX5/O7NQ/Tb\nnURaTLy6txqHU3Pzihy+uybvpA+FCZGhPPH1xfzo+X384e3DlDR08qvPzSLcbMJmd/LHtw/z6KZj\n3LwiZ8SdGlOsFl64fTn/eL+YhzeU8dyOSgAMCpZNSeDO83K5aGYK0ZZPZqyvXzKZotp27v+olCe2\nHOPJLeV8Zdlk7liV67EZ6LaefvZWtrK9rIWXd1dR1tRNZKiJBVmxrMhLJCXaQkFaNLMzrD4v/ykC\nh/zkRUBQSpEZH05mfPjx8l42u5P91W1sK21ma2kzr+yu4qmt5UxPjWZlfiIZsWEkukvnJEdb6Ol3\ncKC6nTcP1FLR3E2PzUF0WAiNnX1UNHdzYmGSuAgz1y3J5Kr5kwL2DW4sFrtXbW8pbfZu4FzRismg\n/L4ZzFCmpUSzobjRq1/J765oxe7ULMoePj/zghkp/P6tw6zbVxNUKT+jVdLQCRA0OZEDm/SUNnb5\npL+BwHm6D0q+na7bV06hrr2X1/fX0tlr5/K56dy8IueUHyxCTUb+cPUcpiRF8rs3D/HGgVpmpFmp\nae2huq2XaxZO4oejXExtDQvhvy+ZzjdXT+VQbTs2u2ZmejRRluEXLE5LieYPV8/hexfk8ae3D/PA\n+lKe2VbBtYsyWZgVh1Nrum0OOnr7aXAvdKtvd1139dmPb1sdH2lmcnwEWfHhaO3KVd5b2cbRQb8f\nS3Li+ObqqVw8M9WvO7SKwCOBswhYZpOBeZmxzMuM5ZZzp9DR289zOypZt6+Gez8sOSkQHpAYFcqM\ntGgsVtfOSjPTraydm86UxAgSIkMJMxsJNxvJSYgM2tnloeQmRRIXYWZbaTNXe7G6xp7KVqalRgXk\norDpqVH0OzRHG7rIT/FO/u22smaUgvmTh1+pPjUpktkZVh7ffIwblmUF3KKm8SquD67AOSbcTGx4\nyKcCI28qrOkgPSYMa/jwQaC/KaX42dqZ/GztzDGVcFRKcceqXJbkxPHy7mqKajuYlWHl/9bOZE1B\n8pjHERlqOuXf0lDSYsL43VVzuOmcbH7/5iH+tb6Uez86esI4IT4i9Hh94kmx4cerPTR09LG7ooXX\n9rrSA5OiLMzKsPL5+RnMyYhhVob1lBVHxJlNAmcRNKIsIdy4PJsbl2djsztp6uqjscNGQ2cvtW19\nhJkNZMVHMDsjBuMZmG+mlGJhVixby5pHPvk0OZ2avRVtrD0rbeST/WAgWC6qbfdq4JyfHHXKN1al\nFF9ZmsX3/r2HjSVNLM8Nrpz5kZQ0dJFqtZy0sCyQZSdEUNrgq8C5PWDzm4dyOh/s5k+OG3PA62nT\nUqJ54CsL6eyzc6i2nVCTa1IkMtREXIR5xPJ5dofTtRfDGfh+IU5f8LzqCTGI2WQg1RpGqjUMCLyU\nAX9ZlB3PmwfqqG3rHXFL19NR0tBJR589oDY+GSwnIZIQo6KotoO1Xmjf7nCy81jLqLZv/szsVH65\nrpCHN5YNGTj3O5w0ddpIjg4Nuhnp4vrOoMlvHpCdEMmG4kav99Pb7+BoQyeXBMnCyYngdGatgVHX\npRZiMPmtEWIC+STPuckr7W8rc9Uvnjf51PVX/cVsMjAlMZKiMSwQbOzsY3tZM209/SOeW1jTQZfN\nwcJR7AJmCTHy5aWTeftgHR8dbjh+XGvNL149yIyfvMmSX7/Lf/177/HV+sFAax2UNapzEiOobe+l\naxy7no3GodoOnDpwFwYKIcZHAmchJpBpKVFYQgzsrWzzSvsbShpJjg49vtgqEE1LiaJolCXpXt9X\nw6JfvsOV92zi0r99TLW7LutwBj6QLMwa3QeHW8+dwpTECO56fi/VrT109Pbzf/85yAPrS7l4Zgo3\nLMvi+Z2V3PHkTlzFhwJfTVsv3TYHU4Juxtn1O1vW5N10jYNBshW5EOL0SOAsxARiMrpqYO+v8nzg\n7HRqNpU0sXyK/7aQHY38lGhq2npp6z71DHJvv4NfvFZIXnIUf7x6Di1d/Vz3wJZTzkhuKG4kJyHC\nnSI0MkuIkd9fNYf6jj6W/eY95v38bR7eWMYNy7L48xfm8tPLZvDfl0zj7YN1vLAzODZTLap1BYbT\nvJRD7i3ZPqqsUVjTToTZyCQv1hgWQviPBM5CTDAz0qI5WN2Oc7iyI6fpUF0HzV02lk6J92i7njYt\n9ZMFgqfy0IYyqlp7+PGlBXxuXgZ3XzeP0sYuXtw1dABrszvZUto85oV+Z2XG8tZ3VvD9C/P56vJs\nnrt1KT/5bMHxDx9fOzuHeZkx/Py1gzR19o2pbX8orHHN5ntr8aW3TIpzBbKVLaf+VmG8Dla7FgbK\ngjMhJiYJnIWYYGamWenos1PR0u3RdgcWVgV6hYiBmdBDdcOna9jsTu7/+Cgr8xNZ5v73nDM1gZnp\n0Ty6qWzItImd5S102xycPXXs//6cxEjuWJXLjy6ZzoKsuE/N2BsMil9eMYvW7n5ecu+eGciKal2l\n1qJPUW83EEWGmoiymKgZIR1nPOwOJwdr2pkh+c1CTFgSOAsxwQxsTLK/yrM76K0vbiQ7IYK0mNGl\nKfhLSrQFa1jI8ZnRobxTWEdzl40blmUdP6aU4stLszhc18nmoyeX9NtQ3IjRoLwy4z49NZq85Eje\nPljr8bY9rSjISq0NlmYNo7qt12vtF9V20G1zBOziWSHE+EngLMQEMzXZVZJtf7Xn8pzLm7r56HAD\nF84I/BJbSimmp0axr6p12HOe2VZBmtXCOVMTP3X8sjlpxIaH8Ih7q/fBPj7SyJwMq9dmWtcUJLOt\nrIXWbptX2veE3n4HRxu7mJ4aXGkaA1JjLNS0eW/GeWe5u+pMpgTOQkxUEjgLMcGEmoxMTYry6ALB\nf60/itGgPjVDG8jOzk1gf1U79R0nzy5Wtfbw0ZEGrpyfcdJGOZYQI19YmMlbB2upGvSVfkVzN3sq\nW1mZn+S1Ma8pSMHh1LxXVO+1PsaruL4Th1MH7YxzqjWMmlbvzTjvPNZCYlQoGbGB/a2MEOL0SeAs\nxAQ0Mz2aA9XtHilx1tJl49ntlVw2J90rm6p4w6pprgD3g0MNJz323PZKAK4aZlvy6xZnAvDklmPH\njz21tRwFXDl/5I1PTtfsdCtJUaG8fbDOa32MV2FNcFbUGJBmtdDUZaO33+GV9neWtzI/Mzagq84I\nIcZHAmchJqCZ6Vaau2zUto9/du3nrx7E5nByy7k5HhiZbxSkRpMSbeH9E2ZvnU7Nv3dUsHxKwvEq\nCyeaFBfO6unJPLW1gvbefmx2J89ur+S8aUleze82GBTnFyTz4eEGrwV241VY04ElxMDk+MCt430q\nqe6fX60X8pwbOvoob+5m3uTA3FVTCOEZ4wqclVK/U0oVKaX2KqVeVEoN+YqhlCpTSu1TSu1WSm0f\nT59CiJHNSPPMAsF1+2p4YVcVd67KJS85eGYZlVKsmpbIx0caP7Ur38aSJipberh64dCzzQNuXzmF\n9p5+7nhiJ79/6xCNnX180T0T7U1rCpLptjnYVOKdnR/Ha09lKzPSrCeluASLNPc3JtVeyHPecUzy\nm4U4E4x3xvltYKbWejZwGPjRKc5dpbWeq7VeMM4+hRAjmJ4ahVKMK8/5zQO1fOeZ3czOsHLnebke\nHJ1vrMpPorPPzntFn6Q+PLHlGNawEC4oSD7lc8/KjOWXV8zk4yON3PfRUdbOTePcPO/lNw9YNiWe\nCLORtwIwXaO338G+yjYWBHHFiIEZZ2/kOW8saSTcbGRWhtXjbQshAodpPE/WWr816O5m4MrxDUcI\n4QnhZhNTEiM5cJqVNd7YX8vtT+xgdkYMD96wkBBj8GV1nTctiZzECH775iHOn57Mx0caeX1/Ld88\nLxdLiHHE539hYSZhZhNJUaEsyfHNpi+hJiPn5ifyTmEdv3TODKhNNA5Ut2FzOIO61Fqqe8bZG5U1\nPj7SyOLsOEJNI/9uCSGClyffDb8KvD7MYxp4Rym1Qyl1swf7FEIMY2aaa4HgWO0qb+FbT+9izqQY\nnvz6YuIizF4YnfeZjAbuumgaRxu6+P5ze/nh83vJT47ijjHMnl82J81nQfOANQXJNHT0sady+HJ6\n/jCQijA/iANnS4iRuAizx2s5V7Z0U9rYxdknlDcUQkw8IwbOSql3lFL7h7isHXTO/wB24Ilhmjlb\naz0XuBi4Qym14hT93ayU2q6U2t7QcPKKeCHE6MxMt1LT1kvjGLZxPljdzg0PbSM52sIDX15AuHlc\nX0r53ZqCZM7OTeDFXVUoBX+4ek7AzwiuzEvCoIauCOJPO461kBUfTkJkqL+HMi6pVovHdw9cf8S1\nq+Y5p7GrpBAiuIz4rqi1Pv9UjyulbgAuBVbrYWpfaa2r3Nf1SqkXgUXAR8Ocex9wH8CCBQvGX0tL\niDNUgXvb3wPV7ZybN/JMWGVLN9f/awvhZiNPfG0x8UEeIIFrkeBjNy3C7tRBk24SG2FmzqQYPjjc\nwHfW5Pl7OABordlxrIUVo/g9CnSp1jAqPbwd/cfFjSRHhzI1KdKj7QohAs94q2pcBPwAuExrPeQr\nkVIqQikVNXAbuADYP55+hRAjm5FmRSnYXT7yV/5Op+YHz+2lt9/BE19bPGyptmCklAqaoHnAyrwk\n9la20twVGLsIljV109hpC+o0jQFpMRZqPJiq0W2z8+GhBs7NS5T6zUKcAcb7bvJ3IAp4211q7h4A\npVSaUmqd+5xkYL1Sag+wFXhNa/3GOPsVQozAGhZCfnIU2481j3juk1vL2VjSxP98poCcRJk187dz\n8xPRGj4+EhjpGpuPusrj+Trf2xtSrWG09fTTbbN7pL1X99bQ2Wfn6mE21BFCTCzjraox5CobrXU1\ncIn79lFgznj6EUKcngVZsby4swq7w4lpmFnXjt5+/vDWIZbmxHPtInnzDwSz063ERZj54FADa+em\n+3s4bD7aRGJUKDkJwbnxyWBpMe5azq295HogteLpreVMSYyYELPxQoiRBdf3l0KIMVmYFUeXzUFR\nbcew5/xrfSkt3f386JJp8lVzgDAYFCvzEnn/UD12h3PkJ3iR1ppNJU0szYmfEL8fqVZ3LWcPlKTb\nWd7CzvJWrlmYOSH+b4QQI5PAWYgJbEFWHADby4ZO12jttvHAx6VcPDOF2RmyVXAguWBGMq3d/Wwd\n5mfnK6WNXdR39E2INA0YVMt5nJugbChu5Mv/2kqq1cKV8zM8MTQhRBCQwFmICSw9Jow0q4Vt7hq8\nJ3pmWwWdfXa+df5UH49MjGRFXiKhJgNvHfDvLoKb3PnNS6dMjMA5OdqCUuPbdru4voOvP7qd9Jgw\nXrh9GbFBWutcCDF2EjgLMcEtzI5jy9EmHM5PV3d0ODWPbznG4uw4pqVE+2l0YjjhZhPnTE3krQO1\nDFPp0yc2FDeSEm0hK35iVFoxmwwkRIae9oxzZ5+dWx7bQbjZyCNfXXQ89UMIcWaQwFmICe7CGSk0\ndtqOV0YY8OHheiqae7h+6WQ/jUyM5MIZyVS39bKn8vS2Th8vm93JR4cbWTUtaULl8KZZLac94/zg\n+lJKGrr467VnkeJO+xBCnDkkcBZigjtvWhKRoSZe3l11/JjWmns+PEpSVCgXzkjx4+jEqVwwIwWz\nycALOyv90v/W0mY6++ysnpbkl/69JdUadlq1nLv67Dy4oZTV05JYNkV2CRTiTCSBsxATnCXEyIUz\nUnh9fy29/Q4A3imsZ2tpM984LzfoNgc5k1jDQrhwRgov764+/rPzpXeL6gg1GVieO7GCxNQY17bb\nY02BeWprOa3d/dy+ashKrEKIM4C8YwpxBrhsbhodvXae2FJOR28/v369kJzECK5ZlOnvoYkRXDU/\ng7aeft4p9O0iQa017xbWszw3gTCz0ad9e1uaNYwum4P23tFvguJwah5cX8qSnDip2SzEGUwCZyHO\nAGfnJrAyP5Gfv3qQ1X/4kLLGLn58aYHMNgeB5bkJpFktPPBx6UkLPL3pz+8coby5m4tnTrxUnlT3\nJihjqeX84eF6qtt6+fLSLC+NSggRDORdU4gzgNGguPf6+Vw4I5lws5F/37qUlfkTK291ojIaFN+/\nKJ/dFa3884Nir/fncGr+/M5h/vLuEa6anzEhaxQf3wRlDJU1ntxSQUJkKGsKkr01LCFEEBjXlttC\niOARajJy7/UL0FpPqAoJZ4LL56bzXlEDf3rnCPMmx3ptYVprt42bH93B1rJmrjgrnV9/btaE/F05\nvu32KGeca9t6ea+ojlvOnSLf0ghxhpNXACHOMBMxEJrolFL84vKZ5CREcMujOzhY3e7R9u0OJ/sq\n27jmvs3srmzlj1fP4Y9Xz8E0QYPEpCgLRoMa9YzzK3uqcGr4woJJXh6ZECLQyYyzEEIEAWtYCI98\ndRGfu3sjV9+7iV9/bhafnZM2rjY3ljTy81cLOdrQSZ/dSViIkQe/spCzp06sKhonMhoUyVGho55x\nfnVvDbPSrWQlRHh5ZEKIQCeBsxBCBIk09xbPdz65k288tYvCmnb+64J8DIaxf4vQZ3fwg+f2ojVc\nv2QyszKsLJ0ST1LUmbGpR2pM2KhmnI81dbG3so0fXTzNB6MSQgQ6CZyFECKIpMWE8cwtS/nxywe4\n+4MSevod/OSzM8bczmObjlHZ0sNjNy3inKmJXhhpYEu1WthfNfKOjK/urQHgM7NTvT0kIUQQGFcC\nm1Lqp0qpKqXUbvflkmHOu0gpdUgpVayUums8fQohxJkuxGjgV1fM5IuLM3lkYxmH6zrG9Pzefgd/\ne6+YFXmJZ2TQDK4PIDVtvSNugvL2wTrmTIohIzbcRyMTQgQyT6z8+JPWeq77su7EB5VSRuAfwMVA\nAXCtUqrAA/0KIcQZSynF9y/IJyLUxK/WFY7puW8frKOtp59bVuR4aXSBL9Vqoc/upLnLNuw53TY7\n+ySrDWoAACAASURBVKvaWD4l3ocjE0IEMl8smV4EFGutj2qtbcDTwFof9CuEEBNabISZb5yXyweH\nGnh9X82on/fCzkpSrRaW5Jy5AeHxWs5tw+c57y5vxe7ULMyK89WwhBABzhOB8zeUUnuVUg8qpYba\nhzQdqBh0v9J9bEhKqZuVUtuVUtsbGho8MDwhhJi4blyezewMKz96cR917SMvdqvv6OWjI41ccVY6\nxtNYVDhRHK/l3Dp8ZY1tZS0oBfNki20hhNuIgbNS6h2l1P4hLmuBfwI5wFygBvjDeAektb5Pa71A\na70gMfHMzL0TQojRCjEa+NMX5tLb7+BbT++i3+E85flPbanA4dR8bt6w8xdnhNHMOG8rayY/OQpr\nWIivhiWECHAjBs5a6/O11jOHuLysta7TWju01k7gflxpGSeqAgZXjc9wHxNCCOEBUxIj+eXls9h8\ntJlfvjZ8vnNFczd3f1DMRTNSyE2K8uEIA098hBmz0TBsLWe7w8nO8hYWZUuahhDiE+OtqjG4Ps8V\nwP4hTtsGTFVKZSulzMA1wCvj6VcIIcSnfX5+Bjcuz+LhjWV8fOTkNDetNT9+eT8mg+Inl8n6bINB\nkWK1DFvLubCmg26bgwWS3yyEGGS8Oc6/VUrtU0rtBVYB3wFQSqUppdYBaK3twJ3Am0Ah8KzW+sA4\n+xVCCHGCuy6eRlZ8OD995QA2+6dTNt48UMv7hxr4zpq842kKZ7oUq4WaYWacd1e0ADAvM8aXQxJC\nBLhxBc5a6+u11rO01rO11pdprWvcx6u11pcMOm+d1jpPa/3/s3ff8XHdZb7HP4+kUe+yimvkHjtO\n4iSOSYU0IATYhLKQ7FKysBtYYKm7ucDey7KUvdy9sMuylNwQSiibEAglQCgxLWFDiu24Oy5xk2RL\nliyN2kgald/945yRx7LKNEkz8vf9eunlmXPOzO8nn2P50TPPeX7LnXOfTnbSIiJytrycbD726rW8\n0NrLN588PLq9Z2CIjz+yhzXzS7nzqvrZm2CaWVxRyLH20Lj7nmsIMq84j4Xl+iVDRE6biXZ0IiIy\nQ244v5Ybz6/hPzYdGO2y8b8f3UtzVz+fum0dOdn6sR+xuq6Ylq4BOsbp5by9Icj6xWWYnbudR0Tk\nbPoJKiIyx3zs1WsZHHZ8/JHdPPRsA999+hh3vXgZl6mt2hlW15UC8HzzmSsvdvUP8kJrL+sXq0xD\nRM6kwFlEZI45r6qId163nF/saubuh3ewdn4pH3rZqtmeVtpZU+d1FtnX3HXG9h0NnQBcrMBZRMbI\nme0JiIhI6n3gppW8ZFU1rd39XLGsiryc7NmeUtqpLsmjojBwVsZ5e2MQgIsWKXAWkTMpcBYRmYPM\nTKUZUzAzzq8rPStwfu5YB8uqi7TwiYicRaUaIiJyzlpdV8L+lm5GRhzgLXzy9OF2XqSFT0RkHAqc\nRUTknLVmfgmh8DANHV5bup1NnXT3D3HV8nmzPDMRSUcKnEVE5Jx1vt9ZY1uDV9f85AunALhqedWs\nzUlE0pcCZxEROWetW1hGXWk+j2w7DsAfD7SxZn4pVcV5szwzEUlHCpxFROSclZ1lvPbShfx+fysN\n7SG2HOvgamWbRWQCCpxFROSc9rrLFjE84njNl58kPDTCjWtqZ3tKIpKmFDiLiMg5bXl1MZedV0Fn\nX5h/ff1FXKmMs4hMQH2cRUTknPflv7yUnoEhllcXz/ZURCSNKXAWEZFzXm1pPirQEJGpJBU4m9n3\ngNX+03Ig6JxbP85xR4BuYBgYcs5tSGZcEREREZGZllTg7Jx7Y+SxmX0O6Jzk8Oudc23JjCciIiIi\nMltSUqphZga8AbghFe8nIiIiIpJuUtVV41qgxTl3YIL9DthkZlvM7K7J3sjM7jKzzWa2ubW1NUXT\nExERERFJzpQZZzPbBNSNs+sfnXM/8R/fATwwydtc45xrMrMa4DEze9459/h4Bzrn7gXuBdiwYYOb\nan4iIiIiIjNhysDZOXfTZPvNLAd4LXDZJO/R5P950sx+BGwExg2cRURERETSUSpqnG8CnnfONY63\n08yKgCznXLf/+GXAJ2J54y1btrSZ2dEUzDFe8wDdyCipoutJUk3XlKSSridJtUy8ps6L5aBUBM63\nM6ZMw8wWAPc5524BaoEfefcPkgP8l3Pul7G8sXOuOgXzi5uZbVbLPEkVXU+SarqmJJV0PUmqzeVr\nKunA2Tl35zjbjgO3+I8PARcnO46IiIiIyGxKVVcNEREREZE5TYHz+O6d7QnInKLrSVJN15Skkq4n\nSbU5e02Zc+r4JiIiIiIyFWWcRURERERioMA5ipndbGb7zOygmX14tucjmcHMvm5mJ81sV9S2SjN7\nzMwO+H9WRO37iH+N7TOzl8/OrCVdmdliM/udme0xs91m9j5/u64pSYiZ5ZvZM2a23b+m/tnfrmtK\nEmZm2Wb2nJn9zH9+TlxPCpx9ZpYNfAl4BbAWuMPM1s7urCRDfBO4ecy2DwO/cc6tBH7jP8e/pm4H\nLvBf82X/2hOJGAI+5JxbC1wBvNu/bnRNSaIGgBuccxcD64GbzewKdE1Jct4H7I16fk5cTwqcT9sI\nHHTOHXLOhYEHgVtneU6SAfzl49vHbL4VuN9/fD9wW9T2B51zA865w8BBvGtPBADn3Ann3Fb/cTfe\nf0wL0TUlCXKeHv9pwP9y6JqSBJnZIuCVwH1Rm8+J60mB82kLgYao543+NpFE1DrnTviPm/EWAgJd\nZxIHM6sHLgGeRteUJMH/WH0bcBJ4zDmna0qS8XngbmAkats5cT0pcBaZZs5rXaP2NRIXMysGHgbe\n75zrit6na0ri5Zwbds6tBxYBG81s3Zj9uqYkJmb2KuCkc27LRMfM5etJgfNpTcDiqOeL/G0iiWgx\ns/kA/p8n/e26zmRKZhbAC5q/65z7ob9Z15QkzTkXBH6HV2uqa0oScTXwZ2Z2BK+s9QYz+w7nyPWk\nwPm0Z4GVZrbUzHLxCtkfmeU5SeZ6BHir//itwE+itt9uZnlmthRYCTwzC/OTNGVmBnwN2Ouc+7eo\nXbqmJCFmVm1m5f7jAuClwPPompIEOOc+4pxb5Jyrx4uVfuucexPnyPWUM9sTSBfOuSEzew/wKyAb\n+LpzbvcsT0sygJk9AFwHzDOzRuCfgM8AD5nZ24GjwBsAnHO7zewhYA9e94R3O+eGZ2Xikq6uBt4M\n7PRrUgE+iq4pSdx84H6/k0EW8JBz7mdm9id0TUnqnBM/o7RyoIiIiIhIDFSqISIiIiISAwXOIiIi\nIiIxUOAsIiIiIhIDBc4iIiIiIjFQ4Cwi5zQzW21m28ys28zea2YFZvZTM+s0s+9P8Jpvmtmnkhjz\nU2bWZmbN/vPXmFmDmfWY2SWJvq+IiEwvBc4icq67G/idc67EOfcF4PV4S8VWOef+3MzuNLM/pmow\nM1sCfAhY65yr8zd/FniPc67YOfdcqsaKGvObZubMbGPUthVmFndbJTN7g5k9aWYhM/v9OPvXm9kW\nf/8WM1sfte+t/rYuM2s0s381s7PaoprZSjPr9xdVEBFJGwqcReRcdx6we8zz/c65oWkabwlwyjl3\nMmrb2DnEbLzAcwLtQMJZ8jHv83m8nq1j55KLt+jBd4AK4H7gJ/52gELg/cA84EXAjcDfjzPGl/AW\npRIRSSsKnEXknGVmvwWuB77ol0k8AHwMeKP//N3APcCV/vNg1MvnmdljfonHH8zsPP896/3sbk7U\nOL83s782s5uAx4AFkfHMrAdv0aXtZvaCf/wCM3vYzFrN7LCZvTfqvT5uZj8ws++YWRdwZ4zf7v3A\nRWb2kgT/ugBwzm1yzj0EHB9n93V4C2t93jk34GfwDbjBf+1XnHNPOOfCzrkm4Lt4C76MMrPbgSDw\nm2TmKSIyHRQ4i8g5yzl3A/AEp8sk7gD+Bfie//xLwDuBP/nPy6Ne/pfAJ/Gyp9vwgsCpxtsEvAI4\nHhnPOVfs777YObfczLKAnwLbgYV4Wdn3m9nLo97qVuAHQDnwXTO7ZkxQP56Q/719erydZvZlMwtO\n8LVjqu/NdwGww525stZ2f/t4XkxUpt3MSoFPAB+McTwRkRmlwFlEJDE/d8497pwbAP4RLyu9OAXv\nezlQ7Zz7hJ+ZPQR8Fbg96pg/Oed+7Jwbcc71Oef+OCaon8j/A5aY2SvG7nDOvcs5Vz7B10Uxzr0Y\n6ByzrQsoGXugmb0N2IBX3x3xSeBrzrnGGMcTEZlRsdbGiYjImRoiD5xzPWbWDiwAWpJ83/PwSjmi\nM8jZeJnxs8aOh3NuwMw+iReg3j7V8QnoAUrHbCsDuqM3mNltwP8GbnLOtfnb1gM3AeoqIiJpSxln\nEZHJTdR5YjS7bGbFQCVe3W+vv7kw6tg6YtcAHB6T8S1xzt0Sw5xi8Q28Eo/XRm80s3v8uuvxvmK9\ncXE3Xh21RW27iDPLMW7Gy6C/2jm3M+q464B64Jjfpu/vgdeZ2dY4vz8RkWmjwFlEZHItwKKozhAR\nt/i1xbl4GdynnHMNzrlWoAl4k5ll+yUJy+MY7xmg28z+h99TOtvM1pnZ5an4ZvxuIf8E/I8x29/p\n112P9zVao+zPJx/vE8ssM8s3s4C/+/fAMPBeM8vzb2p0wG/9196AVwv+OufcM2Omdi/e39N6/+se\n4OfAyxERSRMKnEVEJvdbvIxps5m1RW3/L7wAtB24DHhT1L6/Af4BOIV3Y9yTsQ7mnBsGXoUXPB4G\n2oD78EoexmVm1/rdOWL1AHAijuOjvRnoA74CXOs//iqAcy4M3Aa8Ba8zxp3Abf52gP+F9308GpXN\n/oX/2pBzrjnyhVf20e//IiIikhbszJufRURERERkPMo4i4iIiIjEQIGziIiIiEgMFDiLiIiIiMRA\ngbOIiIiISAzSegGUefPmufr6+tmehoiIiIjMYVu2bGlzzlVPdVxaB8719fVs3rx5tqchIiIiInOY\nmR2N5TiVaoiIiIiIxECBs4iIiIhIDBQ4i4iIiIjEQIGziIiIiEgMFDiLiIiIiMRAgfMM+PFzTew+\n3jnb0xARERGRJChwnmadoUHe/71tvO4rT872VEREREQkCTEHzmb2dTM7aWa7orZVmtljZnbA/7Ni\ngtfebGb7zOygmX04FRPPFI8faAWgf3BklmciIiIiIsmIJ+P8TeDmMds+DPzGObcS+I3//Axmlg18\nCXgFsBa4w8zWJjTbDLSz6XSJRnf/4CzORERERESSEXPg7Jx7HGgfs/lW4H7/8f3AbeO8dCNw0Dl3\nyDkXBh70X3dOaOnqH318pC00izMRERERkWQkW+Nc65w74T9uBmrHOWYh0BD1vNHfNi4zu8vMNpvZ\n5tbW1iSnN/uiA+fOPmWcRURERDJVym4OdM45wKXgfe51zm1wzm2orq5Owcxm18muAVbUFAMKnEVE\nREQyWbKBc4uZzQfw/zw5zjFNwOKo54v8beeElq5+VtUqcBYRERHJdMkGzo8Ab/UfvxX4yTjHPAus\nNLOlZpYL3O6/bs7rGRiiNzzMypoSQIGziIiISCaLpx3dA8CfgNVm1mhmbwc+A7zUzA4AN/nPMbMF\nZvYogHNuCHgP8CtgL/CQc253ar+N9HSqZwCAxZWFBLJNgbOIiIhIBsuJ9UDn3B0T7LpxnGOPA7dE\nPX8UeDTu2WW4YMgLlCsKA5QVBBQ4i4iIiGQwrRw4jYJ+oFxeGKC0IECXAmcRERGRjKXAeRoFQ2EA\nygpylXEWERERyXAKnKdRdKlGSX5AKweKiIiIZDAFztMoEjiXFQQoDGTTNzg8yzMSERERkUQpcJ5G\nwb4wJXk55GRnUZCrwFlEREQkkylwnkbB0CBlhQEA8gPZ9IVHZnlGIiIiIpIoBc7TqL03TEVhLgAF\ngWz6lXEWERERyVgKnKdRS1c/taX5ABTmZhMKD+Gcm+VZiYiIiEgiFDhPo+aufuaXeYFzQW42Iw7C\nwyrXEBEREclECpynSV94mGBokDo/cM4PZAPQrzpnERERkYykwHmaNHf1A1Dnl2oU+IGzOmuIiIiI\nZCYFztPkRLAPIKpUw/urVuAsIiIikpkUOE+Tvc3dACyrLgagIJADeCUcIiIiIpJ5FDhPk20NQeaX\n5Y/WOBfkRko1hmZzWiIiIiKSoKQDZzNbbWbbor66zOz9Y465zsw6o475WLLjpjPnHFuPdnDJkvLR\nbaM1zro5UERERCQj5ST7Bs65fcB6ADPLBpqAH41z6BPOuVclO146O9TawxvvfYqLF5XTFOzjXdcv\nH92nmwNFREREMluqSzVuBF5wzh1N8ftmhJ1NnbR2D7BpbwsA162uGd2nmwNFREREMluqA+fbgQcm\n2HeVme0ws1+Y2QUTvYGZ3WVmm81sc2tra4qnN71OdPaPPr7h/BoWlheMPj/dx1mBs4iIiEgmSrpU\nI8LMcoE/Az4yzu6twBLnXI+Z3QL8GFg53vs45+4F7gXYsGFDRq1P3dzZT2l+Dj/7u2tZWFFwxr7C\nXL+rhjLOIiIiIhkplRnnVwBbnXMtY3c457qccz3+40eBgJnNS+HYaeFEZx91ZfksqSokO8vO2Bep\ncQ4p4ywiIiKSkVIZON/BBGUaZlZnZuY/3uiPeyqFY6eF5s5+6soKxt2Xl6MaZxEREZFMlpJSDTMr\nAl4KvCNq2zsBnHP3AK8H/tbMhoA+4HbnXEaVYcSitXuAlbUl4+7LyjLyA1n0K3AWERERyUgpCZyd\nc71A1Zht90Q9/iLwxVSMlc6CfYOUFwQm3F8QyNbKgSIiIiIZSisHpsjg8Aih8DBlUwXOyjiLiIiI\nZCQFzinS2TcIQFnhJIFzrgJnERERkUylwDlFgiE/cJ4s45yrUg0RERGRTKXAOUVGM86qcRYRERGZ\nkxQ4p0hXDIFzvmqcRURERDKWAucUiTXjrHZ0IiIiIplJgXOKBENhIIYaZwXOIiIiIhlJgXOKdPYN\nAVA6SeBcqJsDRURERDKWAucU6ewbpDgvh0D2xH+l+bo5UERERCRjKXBOkc6+wUnLNMCrcQ6pVENE\nREQkIylwTpHOvvCkZRrgBc7DI47B4ZEZmpWIiIiIpIoC5xTxMs45kx5TkJsNoBsERURERDKQAucU\niaVUIz/gBc79qnMWERERyTgKnFOks2+Q8oLcSY8pCCjjLCIiIpKpUhI4m9kRM9tpZtvMbPM4+83M\nvmBmB81sh5ldmopx00kwNEhZ4eQZ50KVaoiIiIhkrMmLcuNzvXOubYJ9rwBW+l8vAr7i/zkn9A8O\nMzA0MnWpRiRwVqmGiIiISMaZqVKNW4FvOc9TQLmZzZ+hsaddl7/cdixdNUAZZxEREZFMlKrA2QGb\nzGyLmd01zv6FQEPU80Z/21nM7C4z22xmm1tbW1M0venV6QfOsfRxBi9DLSIiIpIOnjvWwSu/8ARb\njrbP9lTSXqoC52ucc+vxSjLebWYvTvSNnHP3Ouc2OOc2VFdXp2h60yvoB87lUwXOo6Ua6uMsIiIi\n6eFzv97P7uNdfPSHu2Z7KmkvJYGzc67J//Mk8CNg45hDmoDFUc8X+dvmhM5QfBnnUHho2uckIiIi\nMpVQeIgnX/BuUdvX0s2pnoFZnlF6SzpwNrMiMyuJPAZeBoz9leUR4C1+d40rgE7n3Ilkx04XsZZq\n5KtUQ0RERNLInuNdjDj42+uWA/DskY5ZnlF6S0XGuRb4o5ltB54Bfu6c+6WZvdPM3ukf8yhwCDgI\nfBV4VwrGTRsx1zirHZ2IiIikkZ1NnQC87lLv1rNj7b2zOZ20l3Q7OufcIeDicbbfE/XYAe9Odqx0\n1RlvVw3VOIuIiEga2NnYSXVJHitqSijOy+F4sH+2p5TWtHJgCnT2DVKSn0N2lk16XHaWkZuTpYyz\niIiIpIVtjUHWLy4HYH5ZPseDfbM8o/SmwDkFOvsGpyzTiCgIZKvGWURERGZdZ98gh1p7RwPnBeUF\nnOhUxnkyCpxToGdgiOK82KpeCgLZWjlQREREZt3ORq+++eJFkcA5nxOdyjhPRoFzCoTCQxTFGjjn\nZqtUQ0RERGbd9sYgABcuKgNgQVkBbT1hfTI+CQXOKdA7MEyh3zFjKvkBBc4iIiISO6/HQuptawiy\nbF7RaLnp/PICAJpVrjEhBc4pEAoPUZQba6lGln6TExERkZj87vmTrPunX3G4LfVt4nY0BrnYr28G\nWFCWD6AbBCehwDkFegeGKcyLLeNckKsaZxEREYnN//zxLnrDw3z7T0dT+r7Nnf20dA1wsV+mAd7N\ngQDHlXGekALnFIgv45xNaJoC59buAQXlIiIic0R3/yBNfvb3iQOtKX3vbQ1efXN0xrlOGecpKXBO\ngd5wPBnnnGkp1fjp9uNc/ulN3PmNZ1L+3iIiIjLznm/uBuD8uhKOnOplcDh1C6htbwwSyDbWzC8d\n3ZYfyKaqKFct6SahwDlJg8MjhIdGKI6jxjnVNwf2DgzxqZ/vAeDpw+00tIdS+v4iIiIy8/ae6ALg\n1RcvYHDYcfRU6v5/394QZM38UvIDZyb+akvzaelS4DwRBc5JipRdFMbTxznFgfM9f3iBlq4BPvfn\n3srnf9if2o9zREREZObtOd5FRWGAa1fOA+Dgye6UvO/IiGNHYycXRdU3R9SV5aurxiQUOCcpFB4C\noCjWdnQpvjnwcFsv/+/xQ9y6fgGvvXQhxXk57G9JzT8sERERmT17TnSxdkEpiysKAWgKpiagPdTW\nQ8/A0OjCJ9FqS/NpVsZ5Qgqck9Q74AXO8WScB4ZGGBlJvifj8IjjQw9tIz8ni4/esgYzY1VtMfua\nFTiLiIhksqHhEZ5v7mZNXSnlhQFyc7JSVkKxvcFbMXD94rMD5/ll+bT3hhkYUrOB8ShwTlLvgHdh\nxZpxLvBrifpTcEHe98Qhth4L8olb11Fb6t0Ju7quhP0t3dPWLF1ERESm38HWHsJDI6xdUIqZUVua\nl7LAee+JLvJyslhWXXzWvkhnDZVrjC/pwNnMFpvZ78xsj5ntNrP3jXPMdWbWaWbb/K+PJTtuuuj1\nSzUKY7050A+wky3X6AwN8vlNB3jp2lpuXb9gdPuq2hI6QoO0dg8k9f4iIiIye7Yd89rFRbLCdaWp\nqz0+cipEfVUR2Vl21r76qiIADk3DgitzQSoyzkPAh5xza4ErgHeb2dpxjnvCObfe//pECsZNC6FI\nxjnGdnSRu1eTvUHw4a2N9A0O88GXrsLs9IW/uq4EgH2qcxYREclY2xqClBUEWDrPC2RrSvM5maKk\n2NFTvZxXVTjuvhU1Xhb6hZM9KRlrrkk6cHbOnXDObfUfdwN7gYXJvm+miDfjXOhnnJNdBGXrsQ4W\nlhec0X8RYHWtHzirzllERCRjbWvwlsOOJMciGedkSzFHRhxH20PU+wH5WJVFuVQW5XJQgfO4Ulrj\nbGb1wCXA0+PsvsrMdpjZL8zsglSOO5siAXCsGedi/ybC7v6hpMbdc7yLCxaUnrW9qjiPecW56qwh\nIiKSoXoHhtjf0n3GzXu1pXn0DQ7TPZBc/NDaM0B4aITFleNnnAFW1Raz+3hXUuPMVSkLnM2sGHgY\neL9zbuzf9lZgiXPuIuA/gR9P8j53mdlmM9vc2pr+/YhHu2rEmHEuyQ8A3jKaiQqFhzh8qpcLFpzd\nfxG8OmdlnEVERDLT9oYgIw7WLz79/3ykCcDJJG8QjNwDVVOSN+ExL1paxa7jnXSGEo9V5qqUBM5m\nFsALmr/rnPvh2P3OuS7nXI//+FEgYGbzxnsv59y9zrkNzrkN1dXVqZjetBrNOMfYVaM0P/mMc2NH\nH87B0urxP2bxOmv0pKTlnYiIiMyMX+5q5vrP/p43fe1pivNy2Li0anRfJHBu7kyuzrm1x3v9vOLc\nCY+5ZuU8nIPf7mtJaqy5KBVdNQz4GrDXOfdvExxT5x+HmW30xz2V7NjpoDc8RF5OFjnZsf1VFvuB\nc08SH7VE1pCf77eMGWt1bQl9g8M0dvQlPIaIiIjMnPDQCP/zx7s43NbLiIO/urp+tLwTvBpnIOmW\ndG3dkcB54ozzZUsqWF5dxOc3HdDy22PEVl8wuauBNwM7zWybv+2jwBIA59w9wOuBvzWzIaAPuN3N\nkUbDoYFhimJc/ARSU6pxIugFxBMFzquiOmssmeCuWREREUkfv9nbQlvPAN/4q8tZt6DsrIzwaMY5\nyUD2VG8YmDxwzsoy/vnP1vGmrz3NF397kE/eti6pMeeSpANn59wfgbMbAZ55zBeBLyY7VjrqDQ+N\ndsqIRVFuNmbJlWoc7+zH7PQ/orFW+q1k9jV38dK1tQmPIyIiIjPj0V3NVBblcu2KeeN+il2Qm01p\nfk7SNc5t3QPkB7KmjF2uWTmPl6yq5pnD7UmNN9do5cAkhQaGKYrxxkAAM6M4LyepwLm5s4+akjwC\nE5SHlOQHWFhewPO6QVBERCTtOed4fH8rN5xfM2npZ3VJ3miNcqLaegaYV5x3xhoQE9m4tJJ9Ld0E\nQ+GkxpxLFDgnqTc8RGGMregiSvMDSQXOJ7sHqCkZP9scsX5xOc8cbtcNgiIiImnucFsvnX2DbDiv\nYtLjqkvyONmVXOB8qjc8aZlGtHULva4e6tR1mgLnJIXC8WWcAUryc5Kqce7oDVNZNPHdsAA3rqnh\nZPcA2xqDCY8jIiIi02+7/3/1+iXlkx5XU5KfdMa5tXsg5sB5Va1X+rlfi6GMUuCcpN6B+GqcwQuc\nu5IInNtDMQTO59dSVhDg0z/fq6yziIhIGtvV1EVeThYrqosnPa66JG+0D3Oi2nrCk7aii1ZXmk9x\nXg4HtajaKAXOSeruHxptMRerZD9q6egdpLwwMOkxZYUBPvaqtWw52sF/PXMs4bFERERkeu1r7mZV\nbcmUrW2rS/IIhYcTbmk7POJo740942xmLK8u4lBbb0LjzUUKnJMUDIWpKIztN7eI+WUFHO/sS2i9\n+fDQCD0DQ1TGMOZrL13IhvMq+MrvX2BweCTusURERGT6Pd/czfl+K9nJRFb7S7SzRjAUZsRN8IMk\nWAAAIABJREFUvvjJWHVl+aPrR4gC56SEh0boDQ9TMUX2d6z5Zfn0D44QTGApy8idrRVTlGqA95vi\n269ZSlOwT+1kRERE0lBbzwBtPQOsjiFwXlBeAMDxYGKBbFuP38N5kuW2x6orzadFgfMoBc5J6Ozz\nAt+yODPOoxd+Z/wr+7X7gfNUNc4RL1ldTV5OFo/t0bKZIiIi6SbSseL8utIpj13oxw9NwVBCY7X5\nNxZWFcUeONeW5dM9MERvEisezyUKnJPQ2ecFseUF8WecAU4k8Btju7/iT6zlIYW5ObxoWRVPHZoT\nK5yLiIjMKZE1F2LJONeV5ZNl0NQRf+INTgfO1SVxlGqkaMXCuUKBcxIipRZT3ag31vKaYsxg9/Gu\nuMfs6PXGjDXjDF5P5/0t3YTC+m1RREQknTx/oouqolyqYyifCGRnUVeaT2Mw0cB56uW2x4oEzirX\n8ChwTkJHJHAuiK9UozQ/wJq6Up45En8WOFKqEU9d9cWLyhhxXrsbERERSR87mzpHFxqJxaLKQo6d\nSrxUIyfLKM2PPYaIBPTJ9o+eKxQ4JyFyo168GWeAK5dX8ezhDk7EWecc7I2MGXuwfsGCyMo/CpxF\nRETSRe/AEPtburl48eQLn0RbU1fC3hNdCa3R0NY9QFVxLllZUy+3HRGJNxJpaDAXKXBOwumbA+MP\nnO+8qp4R5/j2n47G9br2UJiSvBxyc2I/dbWleZTk5XAgzVf+6R8cZs/xLvrCw7M9FRERkWm3q6mT\nEQeXxBE4X7CgjN7wMEfb4886x7PcdkQkOdjhJwtj0dYzwKM7T8zJEtH4Vu6QMwRDg2RnGSV58f81\nLq4s5IIFpWw91hHX6zp6wzG1ootmZiyvKeZgGgfOj+9v5YMPbaOtJ0xxXg4vv6COkvwcWrsH6Oof\n5HWXLuK2SxbO9jRFRERSZluDt9T2RYtiL9WIlHU8e6SdpfOK4hqvrSf2xU8iAtlZlOTnxJVx/vvv\nb+f3+1r5X69ay9uvWRrXeOlOGeckBPvClBUEMIv9I49oFy0qZ1dTfB+3tIcG4w6cAVbWFKdtxnl/\nSzfv+PYW5hXn8dk/v5ib19Xx2J5mHt7ayM6mTpo6+nj/97bxv368i2EtHy4iInPE9sYgiysLqIoj\nmF0zv4T6qkK+89RRBobi+4Q2UqoRr4rC3Lgyzs+f8DqFbD0aX3IwE6QkcDazm81sn5kdNLMPj7Pf\nzOwL/v4dZnZpKsadbcHQYNyt6KJduLCMnoEhjsXxcUtHb5jKBEpDVtYW09o9QGea1Sh1hgZ5x7e3\nUJyfw7fetpHXX7aIz/75xez4+MvZ+fGX8/jd1/PYB1/CXS9exrefOsrdP9iRUF2XiIhIOnHOsflI\nB5csrojrdWbGO1+ynB2NnfzzT/fENV5bb5jqODPO4DUk6IgxfugMDY62rov3U/VMkHTgbGbZwJeA\nVwBrgTvMbO2Yw14BrPS/7gK+kuy46aCzbzCh+uaIRZWRFYBiv0GwvTf+Jb4BVtQUA3CwtTvu106X\n4RHH3z34HI0dIb7yl5dS47e8GSs7y/joLWv4wE2reHhrIx/6/nZa1E9SRESijIw4+geHGRweSfq9\nnJv+BM2+lm5Odg9wzYp5cb/29o1LuPOqeh585hiNHbEl37oHhggPjcRdqgHeDYLBGDPO+096ccZV\ny6s40dk/uv7EXJGKGueNwEHn3CEAM3sQuBWI/jXoVuBbzrsSnzKzcjOb75w7kYLxZ00wNBjXeu9j\nLSiLrAAUe+DcEYq/xhlgZY3XWP1ASw+XnVc56bFDwyPc/YMdNHb08fnb14+udJhqn/nFXh7f38pn\nXnshG+onnxPA+25aiRn8+6b9/Oi5JupK86ktzeP8ulIuq6/g0iUVZGcZDe0hDrX28EJrL+2hML0D\nQ4QGhukNez80Isb+WEzkB2VCP1oTeFEi48zU95PI/y8usb+5xMaaoQ8o5trfd2LjJCaxc5S+31Na\nXwsz9XMuwRcmMtaIc4SHRhiK+jQyNyeLotxsCnNzKMzNpqIwl+U1xayqLWZBeQHDI46e/iG6+gfJ\nD2RTVhCgOD+HPce7+O3zJ9neEKSsIMAlSyp42QW1XLeqmuqSvIRLM8fz2G5vRd9rV8UfOIPXZOCb\nTx7hV7tbYqojbuv22snNi2Pxk4iKwgCH2mIr94wE8jeuqeXJF05x8GQPG5dO/X98pkhF4LwQaIh6\n3gi8KIZjFgJnBc5mdhdeVpolS5akYHrTJ9gXHs3kJqIusoJgjE3F+weHCYWH41r8JGJheQH5gayY\n6px/vvMEP3yuCYCP/HAn979tY9zjTeXhLY189YnD3HlVPbdvjP08v/fGldxyYR2P7TnJodYeTnT2\n84tdJ/je5oazji3Jz6G6JI/iPO8H5/yyfALZWUT/3DPG/BBM4GdiIj9GE/nhm9g4CbwmoXFm5vtJ\n9IVnnedYXjNjf3eJjDND309CJymxM6u/75n7t5eIRIeZib87wwuUc3OyCGRnMTzi6A17CZNQeJhQ\neIjWbq/LwwPPTF1usG5hKW+7ZinBUJj/PniKTXu9ALcgkM3CigJuXFPDu65bQVkSpZrDI44HnjnG\n1SuqmF+WWHKqfl4Rq2qL+cP+1pgC51N+5jee5bYjygtzCfbGVqpxsssL0COZ9P0t3Qqcp5Nz7l7g\nXoANGzakdTFrMDSY1D+c/EA284pzYy7ViNzRmkipRlaWsbz6zBsEN+1p4cFnG/jAS1eO9noGeGTb\ncRaU5fPmK+v5P798nt3HO8/Yn6ytxzr4yA93ctXyKv7xlWvifv2KmhJW1JxemnRkxHGwtYftDUGy\nzFhYUcDy6mLmFefO2H8qIiKS3pxztPYMcLJrwOuIlZ9DSV6AgeFhOkODdPYNUj+v6IxSBuccu493\n8fThdo4H+zjU2sNXHz/ED7c28cU7LuFFy6oSmstvnz/J8c5+PvbqsZWt8Vkzv5QtMd6AN5pxTqjG\nOXe01GOqdrgnuwcozM1mVW0xhbnZad3RKxGpCJybgMVRzxf52+I9JqMMDY/Q3T+UUBAbbX5ZQcwZ\n50idUGVRYsH6yppinj3i/QNr6ernPQ9spX9whF1Nnfzh7uvIy8kmGArz+IFW/urqpdyxcTH/vmk/\nDz7TwCdv8wLnQ609bD7SwcsvqEuovvvXu5v56I92UleWz5f+4lIC2cnfn5qVZayqLWFVbcnUB4uI\nyDnJzKgpyaemZOz9NIFxtp1+zbqFZWes7LerqZP3Pvgcb/ra03z6NRfyhg2Lx33tZO574hB1pfnc\ntKY27tdGWzqviEe2H6d/cJj8QPakx7b1JF6qEYk7gn3hCf+uIlq6+qnxy1qWVBbSkEC/6XSWiq4a\nzwIrzWypmeUCtwOPjDnmEeAtfneNK4DOTK9vjix+ksiqgdHKCwOj7zWVjlD8qwZGW1lbQlOwj+7+\nQf71l/sYHnF8+jXraO7q5+Et3u8xv9zVzOCw49UXLaC8MJdb1tXx4+ea6B0Y4nf7TvKq//wjdz+8\ng7+476m4OnTsa+7mQw9t565vb6GqKI+v37khoVptERGR2bRuYRk/etfVXLGsirt/sIMPfm9bXMHh\nL3c18/Thdt7xkmXkJJk8WjqvCOeIqTtXa08YM6hMIIaIZ/XAk90Do8H1oopCGjviWyE53SUdODvn\nhoD3AL8C9gIPOed2m9k7zeyd/mGPAoeAg8BXgXclO+5sC6YocC7ND9DdH1sAejrjnFjAedl5Xsub\nz/5qHw9vbeSuFy/jLzYu4eJFZdzzhxcYGh7hpzuOU19VyLqFpQC89ap6ugeGuPVL/81f37+ZpfOK\n+ORt6zjQ0sM7v7OFoSnuXvZuNNzOyz//OD/Z1sR7rl/Bz957zRmlFiIiIpmkrCDAN+68nHddt5yf\n7TzB9Z/9PZ/62Z4p/z9/4kArH/jeNi5cWMZfvui8pOdRX+UtgHKkrXfKY0/1DFBRmJtQsB75dL0j\nhg4Zrd0DVJd65SCLKgpo7AjNSJeSmZKSGmfn3KN4wXH0tnuiHjvg3akYK11EfutKpsYZvBvYuvpj\nW5IyknFOtDxkw3kVVBQGuP9PR1lSWch7rl+JmfGu61fwjm9v4TO/eJ4/vXCKd1+/YrQ2+JIlFXz0\nlvP5z98c5OZ1dfyf111EcV4OeTlZ3P2DHfzbY/u5++bzARgcHqG5s5+sLGNheQEHWrr5xM/28MSB\nNt75kuW87Zr6KT/iERERyQQ52VncffP5vOXKej6/aT9f++/D/HTHcb7z9hex0i8d7AsP0x4K89QL\np9jRGOSBZxpYVl3E1++8fMpa4VhEmgy0+PXLk/FWDUwsfji97PbUib6Wrn6uX10DeKsk94aHCSa4\neFs6SrubAzNFZ19yZRMRJfk5MWecO3qTy3LnZGfx729cz/e3NPKBm1ZRkOvVQ710TS3rFpZy3x8P\nU5KXw1uvqj/jdXe9eDl3vXj5GdvesGExzx3r4Mu/f4HDbb0EQ4NsawjSN+itYrS4soCmjj4Kc3P4\n5G3rePMVyf9mLSIikm7qyvL5zOsu4vaNS/ibb23mdV95kldetIDKogD3PXGYAb8NamFuNlcur+I/\nbl+fdOwQUVWUixm0xrC2QVtPOKEbA4HRoHeqXs49A0OEwsPU+BnnxRVex5Ajp3oVOJ/rIhnnZFYO\nBCjJD9A/OBLTnaodoTCl+TlJ3VB33eoarvN/E4zIyjK++/Yr+Mn2Ji6vr4z5H9Y/vfoCQuFhnjjQ\nxsLyAt54+WLWzi+lq3+QJ184xasvWsBfX7ss4dISERGRTLF+cTnff8eVfOrne/nZjuN09w9x9Yoq\nblpTywULyri8viLlnZ5ysrOoKsqjtWfqjPOpngEuXFSe0DgVMWacT/oBfK0fOEcy7wdO9nDJkvhW\nSExXCpwTNBo4J13j7J2C7v7BKdeqb+8NT1sQWlYY4C1X1sf1mvxANv9x+yXj7vvra5elYFYiIiKZ\no35eEfe9dQPDI4723jDVJYlleONRU5I32jt5Ml7GObEYoiCQTW5O1pQZ5xZ/HpGyzCWVheTlZLG/\nOX1WLU5WKrpqnJOCfYOYeRnjZERe3x1DnXNHKJyyj3dERERkemRn2YwEzQA1pXmcnKLGuX9wmJ6B\noYRLNcyMisLAlF01TnZ7Geca/3vPzjJW1BSzr6Ub5xy/23eSHY3BhOaQLhQ4J6gzFKY0P0B2VnIf\nu5SMZpynDpynM+MsIiIimaemJG80YJ1IJCOdTDBfXpBLsO90xtk5x/c3N/DzHae7C7f6AXxN6elG\nAOsXl/PcsSA/eq6Jv/rGs/zlfU8zMDSc8DxmmwLnBAX7BpMu04DojPPUNwh29IaTXnBFRERE5o7K\nojw6egcnbfnW7Nce15Um3tmqrDBwRo3zEwfa+Icf7ODd/7V1dF2Hlq5+8nKyRstQwVt6u2dgiA8+\ntB3wEoW/3t2S8DxmmwLnBAVDg0nfGAinM85dMQTO7aFwwqsGioiIyNxTWRQgPDxCb3jiLG5LJHAu\nSzxwrigMnLHw2bNH2kcfP7rLyzqf7B6gpjTvjJsgr145b/RmwX95zYWU5Ofw3wfbEp7HbNPNgQkK\n9g1SloLsb3GedwpCk1zw4NUn9Q+OqMZZRERERkUvThKJKcZqGe12kXjgXF6QS0fodH3y1mMdXLCg\nlIb2EDubOrkDrySkdsx6DaX5AR5977UcbQ9x6ZIKfrfvJH86dCrhecw2ZZwTFAyFU5JxLszzeilP\n9psinK4bSvSOWBEREZl7Ivc+tU+yql9zZz/5gTNLKOJVXhgg2He6JGTviW4uXFjGqtoSDrR4XTNa\nuvtHezhHqyrO41K/Hd26BWUcPRWifzAz65wVOCcoGEpNjXNhrp9xHpj85sC2nkjgPDN36YqIiEj6\niyws0j5Jq7gTXf3UleYn1Ue6vDCX8NAIfYPDdPSGae8Ns6KmmFV1Jexv6cE5R2vXwJQrBC+u9BZF\naQr2JTyX2aTAOQHDI46u/sGUlE0UBLyM81SlGm093j8IBc4iIiISURlVqjGR/c3drKgpTmqcKj9A\nb+sOc6itB4Dl1cWsqimms2+Qo6dCdA8MjZtxjraoohCAxo7MDJxV45yA7v5BnEt+1UDwehzmB7II\nhWPMOM9QX0gRERFJfxVTlGr0Dw5zqK2Xm9fVJTXO/HIvk3y8s49jp0IALKsuIi/g5WAf2+N1yogE\nxhNZ5C/D3dgRSmo+s0WBcwJStWpgRFFuztQZZ7/GuUp9nEVERMRXmp9DdpbRMUGpxoGWHoZHHOfX\nlSY1zsJyL+A90dnHC6095GZnsaiikCL/hsRIZ42VU2S2a0vzCWQbDe2ZmXFWqUYCIhdnWQoyzuDd\nIDh1qcYAJfk55PulHSIiIiLeqn65tPeO39b2Kb+DxSVLypMaZ4EfOB8P9vNCaw9L5xWRnWXMK86j\nqiiX544FyTJYOq9o0vfJzjIWlBdkbMY5qcDZzP6vmT1vZjvM7EdmNu5ZMbMjZrbTzLaZ2eZkxkwH\np1Jcb1wYyJmyVKO1Z2DGlu8UERGRzFFRGJiwxvnxA62sqCkeDXwTlR/Ipqool6ZgH4dae1lWfTpA\nvnJ5FeCVacSS4FtcUUhDhtY4J5txfgxY55y7CNgPfGSSY693zq13zm1IcsxZ15rieuNYMs7Nnf1J\nrfgjIiIic1NFUe64XTVOdvfz5AunuGlNbUrGWVxZyJ7jXRxtD7G8+nRJxmsuWQjA31y7NKb3WVRR\nQNO5mHF2zv3aORdJlT4FLEp+SumvLcU9lYtyc+idoh1dc2d/Uiv+iIiIyNxUWZg7bsb54S1NDI84\n3rAhNeHZ+sXlbGsIMjziuKy+YnT7jWtq+f3fX8ebr6yP6X0WVxbS1hOe8tP2dJTKGue3Ab+YYJ8D\nNpnZFjO7a7I3MbO7zGyzmW1ubW1N4fRSp61ngNL8HPJyUlNvXJA7ecZ5eMRxsnuA+QqcRUREZIyK\notyzbg50zvG9Z4+xsb6SZdXJtaKLiK6TftHSyjP21U9R2xwt0lmjKQPLNabsqmFmm4Dxepj8o3Pu\nJ/4x/wgMAd+d4G2ucc41mVkN8JiZPe+ce3y8A51z9wL3AmzYsMHF8D3MuFTXGxdNETif6hlgaMRR\nV5ZcfZKIiIjMPZVFATpCg4yMOLKyvEVOnj7czpFTIf7uhpUpG+e6VTW8dG0tl9dXjC7glojoXs4r\na0tSNb0ZMeV37Zy7abL9ZnYn8CrgRhdZh/Hs92jy/zxpZj8CNgLjBs6ZoK07nNKFSAqmaEd3otNb\nY141ziIiIjJWRWHuWYuz/XBrIyV5Odxy4fyUjVNWGOCrb0n+VrXFfsa5IQPrnJPtqnEzcDfwZ865\ncb97Mysys5LIY+BlwK5kxp1tJ7v7pyHjPHGdz9F276828tGGiIiISEQkmXfKr3N2zvGH/a28eHU1\nBbnp18a2uiSPvJysjFw9MNka5y8CJXjlF9vM7B4AM1tgZo/6x9QCfzSz7cAzwM+dc79MctxZ45zj\nRGd/0m1dohXmeRnnkZHxK1NeONkTU29EEREROfdEknmtfvOCF1p7aOka4NoV82ZzWhMyMxZWFNDQ\nnnkZ56RWDnTOrZhg+3HgFv/xIeDiZMZJJ8HQIANDIyktmyj0fxvsHxoet2bohdYeFlfG1htRRERE\nzi1jA+ctRzsAuHzMDXzpZFFF4TmZcT7nROqNU9nhosgPnHsHzq5zds6x50QXy5RtFhERkXFUF58Z\nOG9v7KQ0P4elVekbOyyuKDj3apzPRc1d3m9HqeypXOBnmfvGuUHwqUPtHGrt5aVrx2tsIiIiIue6\nsoIAgWwbXaBtR2OQixaVj3bYSEeLKgoJhgbp7h9/qfB0pcA5TqczzqmrcR7NOI9zg+CPn2uiJC+H\n1166MGXjiYiIyNyRlWXMK87jZNcAwyOOAy09rJmf3m3eFlf6vZyDmVWuocA5Ts2d/WRnWUq7ahTm\neRnnsS3pRkYcm/a2cP35NapvFhERkQnVlObT3NVHQ3uIgaGRtO+PHOnl3NCuwHlOO9HZT01JHtkp\n/PgjcnPg2JZ0h0/1cqo3zDVpelesiIiIpIf6qkKOngqxv6UbgJU1qVktcLpEejk3ZlidswLnODV3\n9qe0vhlOB85jbw7cfbwLgAsWlqZ0PBEREZlbzqsq4niwj20NQcxI+4xzZVEuBYFsZZznuhOdfSnt\nqAGMtqDrGzwz47z7eCeBbGNlTXpf/CIiIjK76qsKGXHwk23HWV1bQnFeUh2Hp52ZsbiyQBnnucw5\n52WcS1O7gt9E7egOtPSwvLqY3BydJhEREZnYsmqvNKMp2Mel51XM8mxis6iikIYM6+WsiCwOW48F\n6Q0Ps3ZBaksnIjcHjm1Hd7itl2XV6duDUURERNLDRQvLRh+/8sL5sziT2NVXFXG4rYeBobPb8aYr\nBc5x+O5TR8kPZHHzutT2VC4InN2ObnB4hGPtIS2zLSIiIlPKyjLuedNlvOf6FVydIU0FrlpeRf/g\nCJuPdMz2VGKmwDlG+1u6+dG2Jt5yZX3K64ays4z8QNYZ7egaO/oYHnEsnZfed8WKiIhIerh5XR1/\n//LVsz2NmF21oorcnCwe29My21OJmQLnGHSGBvncr/eRm53F375k+bSMUZibc0Y7usNtPQDKOIuI\niMicVJibw43n1/CzHccZHB6Z7enERIHzFIZHHK/64hP8ancLd714GRVFudMyTmFuNqGomwMPtfYC\nsEyBs4iIiMxRf75hEW09YX6y7fhsTyUmCpynsL+lm4b2Pj512zo+9LLp+/ijKDfnjFKNw229lBUE\npi1QFxEREZlt16+uYe38Ur742wMMZUDWOanA2cw+bmZNZrbN/7plguNuNrN9ZnbQzD6czJgzbesx\nr2B9ulfvK8jNPuPmwCOnelWmISIiInOamfHeG1dy5FSIP+xvne3pTCkVGed/d86t978eHbvTzLKB\nLwGvANYCd5jZ2hSMOyN2NXVSXhjgvKrCaR2nKC/7jHZ0jR19LK6c3jFFREREZtt1q6vJyTKezYDu\nGjNRqrEROOicO+ScCwMPArfOwLgpcai1l+XVxZjZtI5TEMihNypwbuseoLo4b1rHFBEREZlt+YFs\nLlhQOvopfzpLReD8d2a2w8y+bmbjLVWzEGiIet7ob8sIh9tmpmSiKC97tKtGX3iY3vAw80pU3ywi\nIiJz34b6SrY1BM9aDC7dTBk4m9kmM9s1ztetwFeAZcB64ATwuWQnZGZ3mdlmM9vc2jq7tS69A0Oc\n7B6YkcC5MOrmwLaeAQDmKeMsIiIi54AXr6omPDTC04dPzfZUJjXlSh7OuZtieSMz+yrws3F2NQGL\no54v8rdNNN69wL0AGzZscLGMPV32t3QDsHwGlr322tF5GedWP3BWqYaIiIicC160tJK8nCyeOdzO\ndatrZns6E0pqCTwzm++cO+E/fQ2wa5zDngVWmtlSvID5duAvkhl3On3rT0cYHHa8/ZqlPHukHYBL\nzxuvAiW1inKzCQ0O45yjrVsZZxERETl35Aey2fTBl7CoomC2pzKpZGuc/9XMdprZDuB64AMAZrbA\nzB4FcM4NAe8BfgXsBR5yzu1Octxp88cDbXzrT0cAeOZwO0vnFVFTkj/t4xbk5uAc9A+O0NYTBqCq\nWDXOIiIicm5YXFk47c0YkpVUxtk59+YJth8Hbol6/ihwVqu6dHR5fSW/3tPC8WAfTx1q59UXz5+R\ncYvysgHoDQ+N1jgrcBYRERFJH1o5cIzLl1YCcN8Th+kZGOKaFdUzMm5Jvvc7THe/FziX5ueQl5M9\nI2OLiIiIyNQUOI9xwYJSCgLZfP2/D2MGVy2vmpFxywu87HIwFOZUT5h5JapvFhEREUknCpzHCGRn\ncel55QBcuLCMiqKZKZcoKwwAEOwbpLVnQDcGioiIiKQZBc7jePVFCwC4eV3djI1ZUXg649zWo1UD\nRURERNJNUjcHzlW3b1zC6y5bRCB75n6vKC/wM86hQdq6B5i3QjcGioiIiKQTZZwnMJNBM0CpHzi3\ndA3Q1T+kUg0RERGRNKPAOU1kZxml+TmjqxXWlk1/72gRERERiZ0C5zRSXpjLvmYvcK4rVeAsIiIi\nkk4UOKeRquJcmoJ9ANQp4ywiIiKSVhQ4p5H6qqLRx7XKOIuIiIikFQXOaWTZvNOBc2m+Gp6IiIiI\npBMFzmlkcWUh4C2/bWazPBsRERERiabAOY1cdl4FAP/39RfP8kxEREREZCzVA6SRxZWFHPqXW8jK\nUrZZREREJN0o45xmFDSLiIiIpKekMs5m9j1gtf+0HAg659aPc9wRoBsYBoaccxuSGVdEREREZKYl\nFTg7594YeWxmnwM6Jzn8eudcWzLjiYiIiIjMlpTUOJvXAuINwA2peD8RERERkXSTqhrna4EW59yB\nCfY7YJOZbTGzuyZ7IzO7y8w2m9nm1tbWFE1PRERERCQ5U2aczWwTUDfOrn90zv3Ef3wH8MAkb3ON\nc67JzGqAx8zseefc4+Md6Jy7F7gXYMOGDW6q+YmIiIiIzARzLrnY1MxygCbgMudcYwzHfxzocc59\nNoZjW4GjSU0wMfMA1WPPTTq3c5fO7dylczt36dzOXZl2bs9zzlVPdVAqapxvAp6fKGg2syIgyznX\n7T9+GfCJWN44lm9gOpjZZnX+mJt0bucundu5S+d27tK5nbvm6rlNRY3z7Ywp0zCzBWb2qP+0Fvij\nmW0HngF+7pz7ZQrGFRERERGZMUlnnJ1zd46z7Thwi//4EKA1pEVEREQko2nlwPHdO9sTkGmjczt3\n6dzOXTq3c5fO7dw1J89t0jcHioiIiIicC5RxFhERERGJgQJnEREREZEYKHCOYmY3m9k+MztoZh+e\n7flIfMxssZn9zsz2mNluM3ufv73SzB4zswP+nxVRr/mIf773mdnLZ2/2Egszyzaz58zsZ/5znds5\nwMzKzewHZva8me01syt1bucGM/uA//N4l5k9YGb5OreZycy+bmYnzWxX1La4z6WZXWar9BeYAAAg\nAElEQVRmO/19XzAzm+nvJRkKnH1mlg18CXgFsBa4w8zWzu6sJE5DwIecc2uBK4B3++fww8BvnHMr\ngd/4z/H33Q5cANwMfNm/DiR9vQ/YG/Vc53Zu+A/gl8658/G6MO1F5zbjmdlC4L3ABufcOiAb79zp\n3Gamb+Kdl2iJnMuvAH8DrPS/xr5nWlPgfNpG4KBz7pBzLgw8CNw6y3OSODjnTjjntvqPu/H+812I\ndx7v9w+7H7jNf3wr8KBzbsA5dxg4iHcdSBoys0XAK4H7ojbr3GY4MysDXgx8DcA5F3bOBdG5nSty\ngAJ/leFC4Dg6txnJOfc40D5mc1zn0szmA6XOuaec153iW1GvyQgKnE9bCDREPW/0t0kGMrN64BLg\naaDWOXfC39WMtygP6Jxnms8DdwMjUdt0bjPfUqAV+IZfhnOfv8qszm2Gc841AZ8FjgEngE7n3K/R\nuZ1L4j2XC/3HY7dnDAXOMueYWTHwMPB+51xX9D7/N1z1YMwwZvYq4KRzbstEx+jcZqwc4FLgK865\nS4Be/I97I3RuM5Nf73or3i9HC4AiM3tT9DE6t3PHuXIuFTif1gQsjnq+yN8mGcTMAnhB83edcz/0\nN7f4Hw/h/3nS365znjmuBv7MzI7glVHdYGbfQed2LmgEGp1zT/vPf4AXSOvcZr6bgMPOuVbn3CDw\nQ+AqdG7nknjPZZP/eOz2jKHA+bRngZVmttTMcvGK2h+Z5TlJHPw7c78G7HXO/VvUrkeAt/qP3wr8\nJGr77WaWZ2ZL8W5SeGam5iuxc859xDm3yDlXj/dv87fOuTehc5vxnHPNQIOZrfY33QjsQed2LjgG\nXGFmhf7P5xvx7j3RuZ074jqXfllHl5ld4V8Tb4l6TUbIme0JpAvn3JCZvQf4Fd6dv193zu2e5WlJ\nfK4G3gzsNLNt/raPAp8BHjKztwNHgTcAOOd2m9lDeP9JDwHvds4Nz/y0JQk6t3PD3wHf9ZMWh4C/\nwkvs6NxmMOfc02b2A2Ar3rl6Dm8Z5mJ0bjOOmT0AXAfMM7NG4J9I7Gfwu/A6dBQAv/C/MoaW3BYR\nERERiYFKNUREREREYqDAWUREREQkBgqcRURERERioMBZRERERCQGCpxFRERERGKgwFlEZI4xs0vM\nrMvMVkRtu8zMgv5y9CIikgC1oxMRmYPM7F+AK4Eb8Hr2bwa+5pz7wqxOTEQkgynjLCKSIczsiJn9\ng5ntMLNeM/uamdWa2S/MrNvMNplZhX/4PwPzgbvwFgLqAb44W3MXEZkLlHEWEckQZnYEaAZuxcsi\nPwc0Am/HW8r4UeAPzrl/9o+/Gvg5XpJko3Pu+VmYtojInKElt0VEMsv/Z+++49uq7/3xv472tGRJ\n3ttx9oYkEMIepYxCoQMKpbS9t7RfaH9d97bldg/G7aC9beEW2kJvWWWWUWYIIQnZzk4c7z1kLVt7\n6/z+OMOSLduyLXkk7+fjwQNblqUjRzrnfd7n/Xm//8Cy7CAAMAyzC4CNZdkj/Pf/BHBF0n1Pght3\n20RBMyGEzByVahBCyMIymPR1MM33uqTvfwNgB4ByhmFunYVtI4SQMxplnAkh5AzEMMyVAG4AsALA\nJgBPMAzzLsuyrrndMkIIWbgo40wIIWcYhmG0AB4D8E2WZR0sy74JYCuA387tlhFCyMJGgTMhhJx5\n7gfQyLLs00m3fQPANQzDXDVH20QIIQseddUghBBCCCEkA5RxJoQQQgghJAMUOBNCCCGEEJIBCpwJ\nIYQQQgjJAAXOhBBCCCGEZGBe93G2WCxsdXX1XG8GIYQQQgg5gx06dMjBsmzBZPeb14FzdXU16uvr\n53ozCCGEEELIGYxhmK5M7kelGoQQQgghhGSAAmdCCCGEEEIyQIEzIYQQQgghGaDAmRBCCCGEkAxQ\n4EwIIYQQQkgGKHDOgpZBLz7z2D7saXPM9aYQQgghhMwpXziGzz1+AM8d7J7rTcm6ed2ObqG4/83T\n2NvuhEQCXLDIMtebQwghhBAyZ948PoCdzXbsbLbjo6tKYFDL53qTsoYyzjMUT7Co7xoCAOxpc8Ib\nis7xFhFCCCGEzJ13TlnFrw93D83hlmQfBc7TcPfTh/Ct548ikWDRYvPCG4rhoyuLwbJAu90/15tH\nCCGEEDJnWmw+XLm8EDIJg/pOFwDg9WP9uOI3H6B3KDDHWzczFDhP0ZHuIbx5woqXD/dhR4sdHXyg\nfM3qYgBAu8M3l5tHCCGEEDJnwrE4eocCWFFqQKVJg05HAIkEi689ewRtdj+e2N0515s4IxQ4T9H2\nJrv49bGeYfQNBwEAm2vNkDAQA2lCCCGEkLNNlzOABAssKtCi1KhG33AQ7Y6R2Gh7k20Ot27mKHCe\nooZ+N+oKdVhcqMOJXjcG3CGo5VIU6JUoy1ej07mwL0EQQgghhExXFx8HVZm1KDGoMOAO4kTfMADg\n2tXF6HD44Q/H5nITZ4QC5yk61e/BytI8rCzNw+kBD/qHgyg1qsAwDAp0Sjj94bneREIIIYSQOeHw\ncXFQoV6JUqMaNm8YJ3o9UEgluGFtGVgWaLR65ngrp48C5ylwB6MYcIewvCQPlSYNrJ4QeoYCKDWq\nAQAmrRJOX2SOt5IQQgghZG64/FwcZNIqUGpUgWWBQ91DKMtXY3W5AQDQaPXO5SbOCAXOU9DJ1+jU\nWri6nQQLnOzzoMSgAgBYdAo4/RQ4E0IIIeTs5PCFoVPKoJJLUWLgEovHeoZRalShJE8FlVyyoNeD\nUeCcAZc/glg8gQ4hcOYL3gXC12adAi5/BIkEOyfbSQghhBAyl5y+CMw6BQCkxkoGNSQSBtVmrRhP\nOXzhBRczUeA8iWf2d+Ocn2/FQ1ub0e7wQ8IAFSbNmDcDAJi1SsQTLDw0BIUQQgghZyGXPwKzVgic\nVeLtZflcrFRbwAXOJ/vc2HTfe7j1z/vmZDuniwLnSTxf3wMAePZAN070DqPKrIVSJkXZOBlnAHBQ\nnTMhhBBCzkIOXxhmnRIAoFHIxNvL8zUAgLoCHTqdfvx5VzsSLHCgw7WghqJQ4DwBXziGE31urCzN\nw1Agiu1Ndqwu4wrb1QqpeL8S/ozKxJ9hDQUocCaEEELI2WcoEEG+Rj7m9kuWFAAAVpcbkWCBV4/2\nY0VJHgBgb5tzVrdxJihwnkCT1YN4gsVXL6sTb1vDrwgFgEduPwfLivUo5y8/CGdWC7k/ISGEEELI\ndAXCcWiVI5nmuy9dhBvWlqJAz2Whk+Ooey6rg0Yhxan+hdOeTjb5Xc5evUPcVMC6Qh3+8+qlePeU\nFVcsLxJ/fu3qEly7ukT8XsNnoYOR+OxuKCGEEELIHGNZFoFoXIyHAOA7H12Wcp+iPBWuX1MCXziG\ny5YVoCJfI8ZbC0FOAmeGYaQA6gH0sSx7PcMwJgDPAagG0Ang0yzLDuXiubNJ+Icsy1fjnsvqcE9S\n5jkdLZ9xDkTisHvDeON4P247rwoKGSX2CSGEEHJm2towiHyNHKvLDYgn2JTa5nT+eNs54tcVJjXV\nOAP4OoDTSd9/D8A2lmUXA9jGfz/v9Q4FYNEpJn0DCIS650Akhk8/uhc/eb0Brx/rz+UmEkIIIYTM\nGXcwii/9vR6f/NNeNPAlF8kZ58mU8xlnll0YbemyHjgzDFMO4DoAf0m6+UYA/8d//X8APp7t582F\n3qEgyvhVoJkQ3iguf1TsUfjK0b6cbBshhBBCyFx755RV/PrDFgeAqQbOavjCMQwHFkYr31xknH8H\n4DsAEkm3FbEsO8B/bQVQNOa3eAzD3MUwTD3DMPV2uz0Hm5c5uzeMIr6YPRNqOfdGOdE3DAAwqOU4\n2efOybYRQgghhMy1E71uqOVSyKUMjvVy8Y86wyv1AFfzDHBt7BaCrAbODMNcD8DGsuyh8e7Dcrn4\ncfPxLMs+xrLsBpZlNxQUFGRz86bM6Y+ILeYyIZEwUMulONrDBcvXri7GUCAK5wJ5MxBCCCGETEWr\nzYdlJXosKtCJ8Y92ChlnIc5y+hdGK99sZ5y3ALiBYZhOAP8AcDnDME8BGGQYpgQA+P/bsvy8Wcey\nLIamGDgD3OUJ4azpSr4DR4vNl/XtI4QQQgiZa612H+oKdKixaMX4Rz2NwNl1NgbOLMvey7JsOcuy\n1QBuBfA+y7KfBfAagDv5u90J4NVsPm8ueEIxxBLslANn4c2iUUixtFgPAGK9MyGEEELImcIXjsHu\nDaO2QIc81cjQk0ybKgBneeA8gQcBXMUwTAuAK/nv5zXhH3A6GWcA0CllKMpTgWGAAXco69tHCCGE\nEDKXbB4uvik2KKFTjQTLU1kcmK9ZWIFzzgagsCz7AYAP+K+dAK7I1XPlwvQDZ+5PqlPJIJdKYNYq\nxTcWIYQQQsiZwuHjYiWLTgmdcnqBs0ImgV4lWzCBM03mGMdMM856/g1UbFBikAJnQgghhJxh7F6u\nprlAPzpwnlpe1qRVUOC80A0HuH9A4RJCpsRSDf6SRZFeBatnfnbVYFkWicTCaDhOCCGEnK3i8/RY\nLSwGtOimX6oBAEaNAkMBCpwXNF84BgDQq6Z+1gRAPPMqMqjmZalGh8OPCx58H99/5eRcbwohhBBC\nxrGrxY7lP3obz+zvnutNGcPhC0PCcEnG5IyzUja18DJPJYOfj7vmOwqcx+ELcf+AWuXUAucSgxoA\noJRxZ1uFeiWc/gii8cREv5Z18QQ74Rnq8/U9GHCH8OyBbnhCC2NaDyGEEHK2eWpfFyKxBB7e3jrh\n/WY7zgC4Ug2TVgmphEnJODMMM6XH0SllYsJyvqPAeRy+cAwquQRy6dT+RCUGbgJOIBIHwF2+AICh\nWazdSSRY3P6Xffj8EwfE2e+Pf9iBWx/bCy8fJB/np/sAwL4256xtGyGEEEIyk0iw2NnMjbHuGw6K\ndcC/39aCz/5lP2J8sPyPA93Y8Iv30Grzzur2OXxhFPATlvVTTDQm0yllYsJyvqPAeRzecAw6pXzy\nO45SzAfOQoBq0XGlG8LK09mwrdGGfe0u7GpxYGeLA95QFD/7VwP2tbvwxO5OsCyL471ufGxtKQCu\neTkhhBBC5pe+4SCC0Thu4I/Xx3uH0eHw46Gtzfiw1YG3T1kRiydw7z9PwB2M4vfbJs5KZ5vdFxHj\nHCHjrJtGAK1TyeCljPPC5gvFplzfDHAF7sBIjbSZzzg7/blbINhq8+Hh7a1iVvtkn1v82Z5WB/Yk\nZZRP9bvhDkbhDcWwrsKIojwlWmmyISGEEDLvCImtj64qBgD0uAI41T9yjH/n1CBOD3jBX1zGSf5n\nLMvixUO9ePPEQE63z+ENo4CPc1SykTkWU6XnSzWEq+TzWc76OC90vnBsWv/4dYU6AMDdl9YBAMzC\nDPYcZpx/+XYj3m0YRIfDj19/ai1abT5UmTUo0ClxsNOFeIKFQibBhXUWtAz6klbBKrC4UE+BMyGE\nEDIPtfHH5001JjAMd/Xa7uUW5F25vAgHO1xYV2EEAHzinHK8crQPkVgCe9ud+I8XjgEAjv/kIylT\n/bKFZVnYk0o1CvOUYBjg3muXTfmxdCoZWJYrc53q2rLZRhnncfhC0wucdUoZOh+8DtetKQEwknEW\ngtVs84ai+KDJDoDLLrMsi1YbNzd+Q7UJJ/rc2NXiwLoKI1aV5qHT6UffMNflo0CnRKVZg96hYE62\njRBCCCHT1+MKQK+SwaJTIl+jgMMXRvOgD1VmLS5abIHVE8IrR/pQZlTjwsVmxBMsupx+7G51iI/x\n7qnBnGybNxxDJJYQ13JpFDJ0PHAdblxXNuXHEkpjF8ICQQqcx+ENx1JWiE5XnkoGuZSBM0eLA1ts\nPkTiCVyypAD97hB6h4LocvlRbdFiY3U+onEWTYNebKo2ocKkQYIFGvo9ALigvkivgssfQTgWz8n2\nEUIIIWR6Bj1hFOdxa6fMWgWcvggG3EGU56uxqcYMADjR58bG6nzUWLgr3l3OAA50uLCxOh96pQxH\ne4Zysm0OfviJRT+1eRfpCPGWdwEsEKTAeRzeUHRGK0QFDMPArFXCmaOMc6fDDwC4akURAKDF5kUo\nmoBJq8C5Vfni/TbWmJCn5s7oOhzcpR+LToFiA3emKEz/IYQQQsj8YPWExKYDFp0STn8YnlAMRo0C\ni/nSUAA4t9oEE7/GaigQQY8rgMVFeiwr0aNxIDedNsSpgTrVjB9LiLco47yA+bKUcQYAs06Rsxrn\nDocfUgmDTTUmAECjlfuA5GsUMGoU+PmNK3HNqmJsqjbBwAfO7XY/JAy3kLGQP5OlseCEEELI/GLz\nhFCo5zPOOgUcvgjcwSjyVDJIJAzuvWYZPnluOW5eXwajljvG27xhOP0RFOlVWFqsR5PVm5NFd0K3\nsGxmnBdCS7r5XYE9hwLhONRTHBk5HrNOCUeOSjXaHX6U56tRns8NXhHOLPM13Afojs3VuGNzNQCI\niwPaHX6YtApIJQyK9ELgTBlnQgghZL5IJFjYvGEU5XFXhi06JRy+MIKRuJgI+/Ili8T7sywLqYRB\n8yAXBxQblMjXyuENx7iSD8PMM8PJksdtz5RazsVb/sj8D5wp45xGIsEiEk+IrVVmyqJV5LRUo8ai\nhUYhg14lQxOfcTZoxq6gFW5z+SPQKPiR4PwH0uqmjDMhhBAyXzj9EcQSLIr4K8MahRTeUAyxBCuW\nXiZjGAZGtVxMoBXlqVBp0gAAul2BrG+f0N0jXzPzjLOKD5zDsdmffjhVFDinIfzDCf+QM8VdXgln\n/VIJy7Lo4ANnACjOU6FpcKRUY7S8pNITBT9HPl+jgISBOI2IEEIIIXNPmP8gZHSF4zYAMeM8mlEj\nF+OAYoMKVWYuPshF4OzwhWHWceO2Z0ol515bKDr/GxVQ4JyG8A+nlGXnz2PWKRGKJsQx3Nli84YR\niMTFwLkwb+RySbrAWaeUQXh/C6PEJRIG+RpFzrp+EEIIIWTqXHwNcT5fuywctwGM25c5+dhfqFeh\nzKiGhAG6nf6sb5/DF85KmQYAKGWUcV7Qsp5x1gpjt7NbrtFu5z4IQuCc/EEypinVYBhGvLyTfOZq\n0irEqYOEEEIImXuuAHdcNmu54FSZYcZZoFfJoJBJUGJQoysXpRpJ47ZnSsg4hynjvDAJGWfhH3Km\nKvgao2xP6Ot0pgbOwohwlVwybtAvBNdKaWrgTKUahBBCyPwhHJeFjHNywitPnb63g5HPOKvlUjFD\nXWXWZL1UI55g0cZPKc4GIWahUo0FSsg4K7O0OHBdhRFyKYMDHa6sPJ6gw+GHQiZBqYHrqKHng+KJ\nCvWF4FouG6lJMmkV4pktIYQQQuaeGDjzx/TkUg39uKUacv7nI4F1pUmDbmd2A+eGfg984Rg2Vpuy\n8ngyCQMJQ6UaC1a2M84quRTrK/Lx6M52HOqaefCcSLCIxBJot/tRbdZAwhcuCx+UiWbSC2d1Cso4\nE0IIIfOWyx/hpw9zx+vk4/Z48YmQcU7OTleaNXD6I/DxI7JnKhSN4+v/OAIJA3GGxEwxDAOVXEoZ\n54VqJHDOTsYZAH71qTUwaxX49TvNM3ocdyCKa3+/Czc+vBtNgx6xTAMYOQOVScdf4Sp82JI/VGat\nAsOBCOKJ7DdIJ4QQQsjUufwRmJMW3yUft8drlyvUOCeSjudVJi5O+NZzR7HuZ+9iR7N9Rtv10uFe\ntDv8uP+m1Sjhr3hnAxc4n4UZZ4ZhKhiG2c4wTAPDMKcYhvk6f7uJYZitDMO08P/Pn+yx5spIqUb2\n/jxVZi1uP78Ke9ud8M9gpOTW04NotHpxesCDHlcwZay2kHGWTdAaRviwJV/yMeuUSLDcmE5CCCGE\nzD2HLwyTdqT0Up6ScU4fOAtlHbGkwHldpREA8G7DIAKROB7Z3jqj7dreaEOtRYtbNlbM6HFGU8ok\nCMfOzoxzDMC3WZZdAeB8APcwDLMCwPcAbGNZdjGAbfz381IuMs4AsKIkDwDQZp/+IsETvcPQKqS4\nYJEZAHDT+nLxZ0KfZslEgbNQqpF0UkBDUAghhJD5ZdATRnHeyLS/5GTeeIk9IeOcfAW5zKjG2nID\nAODTG8pxuHsIgRlM6Gse9GF5aR4YZub9m5OdtRlnlmUHWJY9zH/tBXAaQBmAGwH8H3+3/wPw8Ww/\nd7aExHZ02f3zLC7SAeDedFORPDjleJ8bK8sMeOILG7H9Py5FgX7kMo5OyZdqTBA4K/nXpEwJnIWx\n2xQ4E0IIIXONZVlY3SHx+AykJrzGS5AZ1VzGOT5q4Nrfv3ge9t17Ba5ZXYJonMXRnmHxeaYynC0Y\niaNnKIDFhbqMfydTSpmEapwZhqkGsB7AfgBFLMsO8D+yAiga53fuYhimnmGYert9ZnU40xUWB6Bk\nN+NcZdJAIZWgxebN+Hee2N2By379AWyeEKLxBBr6PVhTZoBSJk2pbwYA4eRvoik+6RYHCvPrD3S4\n8NPXT6F9BhlxQgghhExPLJ7AL99uxEuH+xCMxlFsSF/jPB6hdV0snhoMGzRyFBtUWFXKZZ5P82O5\nv/38MXzu8QMZLxpsd/jAssDiQn1G958KpVy6ILpqpG8EmAUMw+gAvATgGyzLepJT+izLsgzDpD3F\nYVn2MQCPAcCGDRvmZLWakHFWZjnjLJNKUGRQZlwS4Q5E8dPXGwAA/7OtBbefV4VwLIHV/CWX0YTa\nJuGDkY6QaU6ulbLolGAY4NGd7dzzBqN46NPrMtpGQgghhGTHrlYHHvmgTfw+OeOcfNwejxAHrOfr\nmkcr0Cth0SnQOODBvnYnXj7SBwB4+XAvbt1UOenjDwxz8UtZfvYWBQpUZ3PGmWEYObig+WmWZV/m\nbx5kGKaE/3kJAFsunjsbwjmqcQa4EZh2b2YTBA92cq3rLDoFtp224Xgvd2llTXn6D8SK0jw8d9f5\n+O41y8Z9zHQ1znKpBJqk1/rWCWtWWtYQQgghJHOvH+1P+T65xlmRQeCskkvx6j1b8Mjt54x7n+Ul\neTht9eC9hkEoZBLoVTLsa3dmtH12fgJyoT47o7aTKeVSMXE5n+WiqwYD4K8ATrMs+1DSj14DcCf/\n9Z0AXs32c2dLLrpqCAp0StimEDjLpQy+elkdrJ4QXj7SB71KhirT+JN6zqs1T3hWKrym0eUcP/rY\nCtx2XiXuu2kVgtG4OOUwFI2ntLUhhBBCSPYEIyNZ1mO9w7hqRRF+/LEVuHNzFdZWjCTKMinVAIC1\nFcZxB6QAwLJiPZoHfdjeZMOmahMuXlyAg51DGT22zcPFLxZd9gNnlUxy1o7c3gLgDgCXMwxzlP/v\nWgAPAriKYZgWAFfy389LoWgcDJPZ2d1UFeYpYctwEd6pfg+WFefhyhVcOfiBDhdWlxkm7JoxGSlf\nMpMYtRjglo2VuP+m1djETwFqtHrQPxzEhf+9Hd9/5cS0n48QQggh6e1otmPNT9/Bi4d6EYrG0eHw\nY3mxHl/YUoOf3rgq5cp3tmKS5SV5iMQSaLP7cdFiC9ZXGtE3HITTN3lSz+YNwaRVZBzET4XqbK1x\nZln2QwDjRXZXZPv5ciEUjUMlk2a91QrAXd7whGLcc0xSCtJi82JLnQXl+RpUmzXodAbGrW/OlBB0\nj7eItsaihUImQaPVixN9bjh8YTx7oAd3X1qHigky3YQQQgiZmt+914xonMX9b57G4kIdEiwX2KaT\nrWA1+fEvWlwgTg5utHqxpW7iTLLNG0ZBDrLNAN/H+SzNOC944Vgi6wsDBUL7uHR1zqFoHA+8eRr/\nPNILdzCKQU8YS4q4lat3XbwIFy224I7zq2b0/MK5wOhWNQKZVIIlRTqcHvBgV4tDvBwjtK4hhBBC\nyMxFYgmc7HPDolPC5Y/gVb6+eVmOA+clRXp8ZlMlrltdgmXFeiwv4eKM0wMeNFm9+Mlrp3Cyz532\nd+3eMArzchM4q87WGuczgZBxzgWzlnvDCWd4yd45ZcWjO9vxzeeO4VAXtzBQ6JV423mVePLfzkN5\n/syyvhJm4owzACwrzsOuFgdabT58YUs1ZBIGjVbPjJ6XEEIIISPa7D5E4yzuurgGAPD47g6o5dJx\n1zHJpdm5Ci6VMHjg5tV4+PZzIJEwMOuUKNQrcXrAi1+904i/7enE795rSfu7Ln8E5qRphtmkkp/F\nXTUWulA0dxnnfP4N50oz3vrdhkHx64e2NgMAVpXNrDRjNKE8eqIFf8uKR/ozXrG8EIsKdGLPR0II\nIYTM3OkBLiF12dJC1PFJsqXF+nHXMeWirliwvCQPBztd2NnsAADsarGnnS445I+IcUy2KWULo8aZ\nAuc0wrHcZZzz+XGYw2kC56Pdw7hhbSnKjGqc7POgUK9M6eGYDULGebxSDQA4v9Ysfr20SI/aAi26\nnP6sbgchhBByNutyBsAwQJVZi838cfeCReZx75+LhgWCZSV6dLsCiMQT+H+XLkI4lhiTMIvGE/CG\nY2Kv6GxTySWIJ1hE4/M7eKbAOY1QNJH1cdsCE3+mNuSPptzuD8fQNxzE0mI9rllVDADYUJ2f9edn\nMijVWFVmwMt3X4CX/t9mMAyDYoMKg57xV9tSz2dCCCFkrFg8Me4V3kFPCBadEgqZBN+8agl+d8s6\nfPsjS8d9rFw0LBCcU8nFGxqFFJ/eUAEAaB015XiIT/gJCcBsExomzPdyjZxNDlzIQtF41sdtC/JU\nckiYkTegoI0fc72oQIeNG/NRnq/GjevKsv78K0u5RQfjTRUSCB8igGvA7gvH4A1Fx/SG/OP7Lfj1\nu834ycdW4PNbarK+vYQQQshC1OMK4CO/3YkqswZvff2iMYGv1RMSB5yYtAp8fH1mx/yJstLT9ZEV\nRfj9Z9ajOE+FSpMGCplEnOcgGA5wCb/clWpwCctwLIHsD/TOHgqc0wjHEtCrcvOnkUgYGDWKMYFz\nyyD3Bl1cpINZp8xZEHp+rRl7vnc5So2Zj8ssNnAf7EFPKCVwZlkWLxzqBQC8fKSPAmdCCCGE99bJ\nAQSjcTRavTjZ5xnTTtbqDk15wX/9D66ETpn9+IRhGNywtlT8flGBbkzgLDQ1yEwZuCEAACAASURB\nVFWphnKBZJypVCONTHosz4RRI8dQILVUo9Xug1zKTDgVMFumEjQDEOusre7Uco1OZwBdzgDKjGoc\n7+V6PhNCCCEE+KDJjuI8FRgG2N5kG/NzqyeEYsPUWrtZdMqcxieCukIdWsZknLnA2ZijUg0h4xyK\nzu/yTwqc0wjHEjkZty0waRRw+SJgWRY2LzdFsGXQh2qzFrIcFv9PVwmfcbaOmngonI0K9VDtdlpA\nSAghhADcMfLCxRaUGdVjsrehaBzDgShKDFNLZM2WugId+oaDCES4Ms1AJAYXvzYrd4sDuROCcIwy\nzguKzRtCh8Of0zO6Ar0Sdl8YLx7qxab7tuHBtxrRavNicZEuZ885E0LGeXBU4Cx02rh4iQUA0O0K\nzO6GEUIIIfNQMBKHzRtGlUmDGsvYzlTC8TTbnbOyZXGRDiwLvFDfi/U/24qvPHVYTPRZcjQ5cGRx\nIGWcF5SvPnMEAHLWVQPgPiiD7hD+vrcLAPCnHW3odAawtCj9tKC5ppJLYdTIMeAOptze4fDDoJZj\nZakBEgboppZ1hBBCCHqGuERSpVmDKrMGHQ4/2KR2VgNuLggtnqeB81J+nsOPXzuFWILFzmY79rU7\nYdEpctZPemRxIGWcFxRhBnuuumoAXODsDcdwos+Nm88ZWUV71YqinD3nTBXnqcbUOHe7Aqg2c6tv\nS41qdFHGmRBCCEGXkzseVpm1qDZr4QnFxK4UwEjGeao1zrOl1qIVv/70hnIAwL52Fwr1uQv0xVIN\nyjgvLGYdV7uT24zzyAfl0xsq8L1rluGKZYXivPj5qNiggtUTxDunrOL4bW5mPfchKjGoYJug1/OZ\nimVZvH6sH7tbHXO9KYQQMq8MekJ4/MMOuEcthj8bCGUNJQaVeJx0+MLwhqJ4+XCvOFykeJ7WODMM\ng/tvWo0L6yz42Y2rxPIMoctWLghxF3XVWGCMfNG7NIeNxpMvzawuM+ArlyzCXz+/MafNzWeqOE+F\nk30efPnJQ7jn6cMAuNY0Jv7vZdQoMBw8+3aO/zo+gK89ewSfe/xAzqYdDbiDuPfl4zjeO5yTxyeE\nnH08oSjuf/M03j5pzdlz/O69FvzsXw34zxeP5ew55ishu2xQy8XjpMsfwd92d+Jbzx/Dn3a0QaeU\n5aS1XLbcdl4lnvr386CSS7Gugmulp83h9gpX+uf72G0KnEfR828KXzh3ZzyVZq7l3GVLC3L6Jsym\n5P6TbXY/rO4QhgNRGLVcWxqjWp52jPiZ7uXDXB/reILFh1nIOrMsiyf3deHNEwPibb98uwnPHujB\nXX8/NO4EKkIImYo/vt+Kx3a24z9eOAZviAvymge9eHh7K2yjFoJPRyyeEPdj7zfaMOQ/u44Pw4EI\n1HKpuEYIAIYCUexqGTlOVM5C+9lsuWNzNYCRIWq5QBnnBUrHDz7xh2M5e47yfA12fecy/PXOjTl7\njmy7dWMl7rq4FvdeswwA8EGTDZF4IinjLBfPsOs7XdhzFpQuBCIxfNjqwGfPrwQAnOx1iz9755QV\nzx3sTlkMkon6riH88JWTuPvpw+gbDiIYieON4wMwaRWwekI40OnK6msghJx9EgkWrxzpg0mrgC8c\nw3unBwEA9758Ar96pwl/3N465ces73Thrx92iEFPz1AQ7mAUd5xfhViCxY5me1Zfw3zUOxTAy4d7\nwbIsl1jiA2Zh0p7dG8Lh7iF8ekM5bt1Ygf/97DlzublTcsmSAuy993L824W5G3SmktEAlAVJK2ac\ncxc4A0CFSQOJZP6WZowmlTD4r2uX47bzuCCxYYCrc85PKtUIRuMIRGK45bF9uO0v+7Gnbf4GzyzL\n4mSfG7EZlFfsb3chGmdx9cpilBpUaHdwXUW8oSi+/OQhfPelEzjYOTSlxxQy2ACw9ZQVBztdiMQT\nuP+mVZBLmbRN9AkhZCqaBr2wecP43jXLYFDLsbfNCRsf1AHAq0f7p7RvTCRYfOFvB/HzfzXgtaP9\nAIB2O9e3+MZ1pcjXyLGzZWaBc/Ogd14HVNF4Ahf/cju+9fwxfNjqwHAwCoOaC5yFBFPzoA+xBIv1\nlfl48BNrUGXWTvSQ806JQQ15DmdNKOUjI7fnMwqcR1lfYQQAXLu6ZI63ZH7SKWXQKKRotHILG4Qz\naWEHsbVhEHG+nOCN4wPpH2QeeP34AK7/w4f4r3+emPZjvHd6ECq5BBurTagt0IkHiv3tI1nhrQ1T\nqx/c0+bEVSuKUGXWYE+bE/vanZBJGFy8pADrK/Kxp9UJlmXx9P4u/GFbi/h7LMsiEMntyR4hZOGI\nxBKIJAUgu1rsuO+NBgz5IzjIX7naXGvG+bUm7Gt34UCHCywL3HVxLdzBqLh4LRMn+tzwhrj9z24+\nYSIMxKor1OGixQX4oMk+7XUge9oc+Mhvd+JLf6+f1u/PhvrOIQiVdG+dtMIdGAmc1QoplDIJmvjj\nZnKDADJiJONMgfOCUmHSoOOBa3HdGgqc02EYBkV5KjTyGWeTUOPMX5IS6rfOrzXN60tzj+1sAwC8\ncKh3WlmMcCyON08M4KoVxVDJpagt0IoHioNdLiikEpxTacS+9sxLK2zeELqcAWyqNmFVmQGnrR4c\n6x3GshI9NAoZLqgz42S/Gy8f7sP3/3kSv9najD2tDkTjCdz+l/1Y/7OtOJFULkIIOTtFYgl84n/3\nYPMD23Cq341QNI5vP38Mf97VgZ++fgp725woNahQnq/G+sp8dLsC2N3qgFzK4LPnVQGAGFxnIjkQ\nr+evsrU7/MjXyGHUKHDdmhK4/BHsmmbW+Ul+5sGuFoeYoJhvdrbYIZcyOLcqH8d7hzEcjKSMpjZp\nFTjNd6TKZUu3hUwiYXDgv67AXRfXzvWmTIgC5zTmc3eL+aBQr4SHzy4Y1Hyphlq4FOWFRiHFRYsL\n0DsUFBedzCfeUBQN/R6sKMkDywKn+qcebD62ox1DgSg+s5EbN15s4HpzByIx9LgCKDepsa4iHy02\nr5iBn8wh/oCzoTofK0ry0OMKYnerE2vKuasgW+osYFng2y8cg0WnhEEtxzMHuvGPgz3Y0+ZEOJbA\nr95tmvJrIYScWV492ocTfW44/RH89PUG7Gi2w+YNo65Qh1eO9uOtk1ZcvKQADMNgLb9/+cfBHtQV\n6lFp1qDMqEZ9V+aBc5udC5I31ZjQ7w4iGk/A5gmJ46QvXVqAEoMKv3y7aVpZ56M9w1hRwi1Kq59i\n+dtsaRzwYFGBDnUFOtg8Ya7GWT0ymtqoUYhZ+fk6LXA+KMxTQa3I3RyNbKDAmUxZ8oc+T83VhAuX\npFoGfSjUK7GkiOtJ3WKbf9mBI93DSLDAv19UI34/FV1OP/64vRXXrS7BBXXcuHGhx6XTF0HfUBBl\nRjWWFusQiibQk+FgmIOdQ1DJJVhZasDqspEuJkL5kHCAA4CvXrYIH11ZjO2NNjyyvRXrK434wpZq\n7Gt3zus6QEJI7u1otqMoT4kfXb8CBzpc+M27TchTyfDE50cWpF+xnBu4JXRMYllgdRkXnG6szsfB\nzqGMFze3232oLdChzKgGywJWdwgOXxgW/chAsR9/bCUarV48sbtjSq/F5glhwB3CzeeUwaiRTykT\nPpuaB31YWqxHYZ4SDl8YQ4GIeHwEAD3feEAqYWDWKsZ7GLIAzGrgzDDMRxmGaWIYppVhmO/N5nOT\n7CnQj9Rn6ZUjNVwAEIzGUZinwlI+cBZquuaTVj6Yv2RJAfI1cnQ4pjYq/KevN0AmYfDD61eIt1n4\nwTl2Xxh9w0LgzB2EmgYz+xvsa3diXYURCpkE59eaxduFA5xCJsE/774AX764FrduqsQN60rhj8Qx\n4A7hSxfV4uIlBYjEEvM2I0MIyT2WZbGnzYktdRZ8ip/41jzow7WrS1Bh0uCXn1yDX3x8Fa5cXgiA\nW7ei5ie2fWRFMQBgQ7UJdm9YXPA8mXaHH7UWLcryuQxz71AQDl8ElqQA8eqVRbh8WSF+917LlNrd\nCduwrDgPq0oNaJ6HyRhvKIq+4SCWFOlRmKdCggWicRYaRVLgzDcesOgUC6oxABlr1gJnhmGkAB4G\ncA2AFQA+wzDMiol/i8xHRvVI3ZbQdzH50kpRHlc7J5cy4tjR0T5osqFzigFrtnS7AtAqpDBpFSg2\nqGF1Z74TP9YzjPcbbfjq5YtTJigJGec+/oBRZlSjhh9Zmklgvr/diYYBD65eyR24FDIJ/vPqpfji\nlhqYkg4+6yvzce+1y6GSS7GlzoI7zq/C5y+oxjWrisXM9Ik+qnMm5Gxl9YTg8kewvsIIvUqOv965\nARur8/GtjywBwE2r/ez5VSkliX+641xsqTPjoiXcFbQrlhdCJmEyyg57Q1HYvWHUFuhQauQC577h\nYErGGeBKIH90/QqEYwk8trM989fD759LjCrUWLTosPum3OYzG8KxOF450odgZOwVPeE4V2PRoijp\nNWuSjotCq9vk8g2yMM3m9I1NAFpZlm0HAIZh/gHgRgANs7gNJAsMSQsehJ2vkLEAgCK9EhIJgxKD\nGv3DwTG///ZJK77y1CEU56mw53uXz/rZd+9QABUmDRiGQalBhQF+xxxPsJAwE9e4P72/CzqlDHds\nrkq53cwHzif5eulSoxoGtRxmrWLSEwSrO4QvP3UIpQYVPr2hQrz9nsvqJn0tP//4KvFro0aBMqN6\nWjXbhJAzg9DxSLjidcXyIvGq1XguWVKAS5YUiN+XGNS4dVMFntrXjbXlRnwqab80mrAourZAixI+\nmdBi8yIcS4wpSai2aHHt6hI8X9+D73x0GRSy8XN3sXgCMqkE/e4gv01c4OwJxeDyR8R97mx5dEc7\nHtrajI+uLMaf7jg35WfCca7MmDo+OzmhJJRqGJIST2Rhms1SjTIAPUnf9/K3pWAY5i6GYeoZhqm3\n2+dvV4azWboPfnLgLLSoKzWq0gbO75ziWrTN1UCPbhcXOAPcoj6rJ4RILIEtD76PzQ+8P+6Cxkgs\ngbdPWvGRlUVjxqQKB4hm/qAlZFqqLdpJM84PbW1CMBLHU/9+3ownSa4szRN7bBNCzj6NfBs5oVxu\nun7ysZXYVGPCL944jXBs/HUTbXyXi0UFWqjkUuhVspH9YJrg9ub1ZfCEYtg5Qdele18+jsU/eAu7\nWx2wukMwqOXQKGTiVbxMS0iyRZjoCgDbm2xjFjgKyZdSozrlCqEq6bio48sa8yhwXvDm3eJAlmUf\nY1l2A8uyGwoKCib/BTLr8lRjP/hCyQYAMagsNabPOB/pHsL5tSYA3LSp2cSyLHpcQXHUaYlBBZc/\nggMdLlg9IVg9Iexudab93WO9w/CEYmIdYDKVXAq9UobmQe4gIjS8rzZr0ekcfycfiyfwbsMgrltd\ngtoC3UxfHlaU5qHD4c/p5EtCyPzVZPWgxKBKuTI4HTKpBF+5hOvpPFFbzXa7H1IJg0oTF9SatApx\nP2jWjS1L2FJngUYhHbc1XTgWx4uHesGywLunrBhwh8RMdqWZ229nuuA6W7qcAdi9YWyuNSMcS4xZ\nu9M/HIRCJoFZq0hJfiQnlISM83zvGEEmN5uBcx+A5Os95fxtZIFJd8acXN4g7DjKjGpYPaGUCVTu\nYBSdzgAuXlKAJUW6KU/WmymHL4JgNI4KfhGL0CHklaMjb8Xxduh725xgGIhB/2gWvRJ9/ImCiT9g\n1Fg0GPSExx1OcqzXjeFAdNJLqZlaWWoAy45criWEnF0arV4sLZ5ZtllwwSILVHIJtjeOP7G03eFD\nRb5aLLswaRXifjBdxlkhk+DcqnzsbU+foDjSPYxonKth3tPmxKAnhEJ+Py2UQvQOjU3I5JLQyeNL\nF3OdmI71pnZi6hsOotSggkTCQKscCYzVKRlnvqsGrQtc8GYzcD4IYDHDMDUMwygA3ArgtVl8fpIl\nk9Vo6fgdR6lRjQQLDHrD4s96h/hFFGYtVpcZcXqWywp6+OcXMhdCRmRfuxNVZg0uWGTGqf7021Tf\nNYSlRXoYNekXdyTX8wlfV/OXFjsd6TMkR/gRtxtr8qf6UtJaWcrVNTZQnTMhZ51oPIE2uy9rgbNK\nLsXaciOO9IzfsrPd7k+5Wpa8H0wXOAPA+bVmNA/64A6OLYs7yS9u/symSrQ7/LB7w2J3DpVcigK9\nEn2zHDg3Wb1QyiS4eHEBFFIJelypz98/HBQXRiplSYGzYmwQTR01Fr5ZC5xZlo0B+CqAdwCcBvA8\ny7KnZuv5SfZMFjgLGWfh8lpyuYawwyvLV6OuUAebNwzPLA5JES7xVeRzgbNJy+3Ye/ney9wEwLGr\ntlmWRUO/G6uS+iuPJhwkNAqpWNtWbeYD53HKNY71ulFmVGdtklSJQQWjRj5u8C9IJFi0DHqp5zMh\nC0S73QffJCVYLYM+ROMslvMLA7NhXYURp/s9aeucEwkWHQ4/FhVoxduSa3xN4/QrHjnBH7ufanf4\nYVDLsaosD/EEiwF3KOVxyoxq9A7PbqlGu8OPGosWMqkEJUaVmFEX9A+HxMA5WXKNc4I/pkhpwNqC\nN6s1zizLvsmy7BKWZRexLHvfbD43yZ5MA2fhslpK4Mx/XWrkAmdgpK/ydLAsi0gs80lUQuBcLgTO\nSdnjEoMaNRaduGo7mc0bhsMXEXf46QjZ6+SdvJBxHm9M7LGeYaytGD8YnyqGYTJaIPjYrnZc9dud\n+Pm/qKkNIfPdvnYnLv/NDtz4xw8nvN9h/grW+krjhPebirUVRkTiCXHRYbLeoSDCsURKxllIRhjU\n8nG7Zqws5fZ56ToAddi5IDU5EM1P2qeW56unlHGOJ9iMp7eOhxvwwu3LS0d1i4rGExj0pg+c1SmB\nM/d/KWWcF7x5tziQzH/CzvDyZYVpfy7UcpUk9fRstfnw0NZm9LiCUPKLKLIROL9Q34ulP3wr42lU\n3a4ACvRK8RKaKWnxSqlRJe4cR6/aFnbwwg4/HSHjnLx4UqeUYXlJHraeHlsj6PJH0O0KpEwEzIaV\npQY0Wr0TjrZ9n9+eD5rsc9ITlRCSue1N3Oe1ze6fsO/84a4hWHQKcfFzNqzl+8Mf7x1brvFuA9ch\naWP1SKmZScvt/2QTBIgFeiUK9cpxMs5ckFpqGAlEzSmBswZ9w0EkMgiGW20+bLzvPXz+iQOT3nc8\nkVgCPUNB1Fq441VZPhc4v33SileO9MHqDoFlgTLj2KuGyaUaQvlM8nArsjBR4Eym5dAPrsT/fvac\ntD8TMs46pQwGtRz9w0H8dmszfr+tBY/v7kCZUQ2GYbgFJVIJ2mYQOD9zoBssC/xpR1tGO9IeV1Bc\nGAgA2qQdW6lRjUX8znF0hvhUH7eDX14yee1gbdJlSwC4aX0pjvUM42evp2Z3hQUmwoEpW86rMSES\nS+C9hsG0Pw9G4jjcPQSdUoa+4eCYej1CyPyyr80pTp7b2+5Iex9/OIatDYO4sM4yYS/6qSo1qGDR\nKXG0JzU7vK/diV+8cRqrywyoKxzZL26s5hZPO0ddtRttZWnemJIyXziGQU8Yiwp0KE0KRJMzzmX5\nakTjLGxJa2fG88z+brj8EexqcUy7E0e3K4B4ghX362VGNQbcIXzlqUP4xnNHxezzZBnnc6vyse/e\nK/Dx9WO68JIFhgJnMi1mnTJlEUQyXdKY0RKDClZ3CHbfyE5uGR98yqQS1Fi00844u4NRHO0ZRl2h\nDoOe8JiVzsm6nH4EIjF0uwIp2ZjkA8ySIh3K+GC+3eEHy7IY4Jvvn+r3oNqsgT5NKz7B5kVcJuHu\nS1MHl3xhSw2uWVWM/9vbiR5XACzLwuYN4b2GQShkEqyeoG56Oi5dWogKkxo/fPUUDnWN7VrS7vAh\nlmBx60auyU3bOGUkZGZ+824T7nn6MJy+yQ/wmarvdOHWx/aKC6imKhiJ4z9eOIaHtjZnbZsA4H/e\na8Fdf6+HI4uvlXBYlkWrzYebzymDXMqIrd6SuYNRfOWpQ/CGY7hjc3VWn59hGGyszseOZhvs3rC4\nLuLX7zTBolPikdtTEyjrKowwaxX41LnlEz7uylIDWu0+hKJxuPwRBCNxcVhUjUWbsq81jyrVALiF\n5k1W74QJk62nrWL99Y4J+kZPREiiCD2kl41aeHmSD/6L89JknOWpx8jkabNk4aLAmWRdcjsei04J\nuy+C00mZhSVJjfnrCnVonWbgJgwW+fwF1QC4Nkbp7G1z4pJffYA7Hz+AAXdQHH4y2vqKfEglDKrM\nGrTb/bjryUPY/MD7eL6+B8d7h7FykgD3/Foz2u+/FitG1UHLpRL817XLEU+w2HZ6EF999gg23bcN\nT+/vxsfWlM546MloUgmDJz6/EVqlFF/820EMjcr8CONhL1zMjdftnuWeqPOZzRvCfW80zDjYfeeU\nFX94vxVvnBjAi4d6s7R1wP9sa8G+dteYqxeZevFQD1481Ivfb2uBPYOMXSZ6XAH89r1mvNswiO+9\ndHxGpT8sy+LPO9snHI5xtnH5I/BH4qgya1Fh0qArzULjB99qxN42J/77E6txblV2OvQku2VjBRy+\nCDbe9x4u+uV2nOxzo75rCF/YUj1mf8owDA5+/0r86lNrJ3xMYfHfttM2XPbrD3DRL9/HTr4VqJDd\nXVvO7XOTOxkJVwx//W4Trv7dTvz4tfQ9BryhKHpcQdy0vgwquWTSQVTjEX5PqOMevUD8A76MJl0H\nEZWCQqwzEf2rkqyTSUfeVmadAi2DXnjDMfHMf1HSQpJFhTr0uALT6u7Q4eAC7vNrzSjKU6atwQOA\nZw90AwAOdg4hwQJV5tRSiif/bROe/dL5Ypug2gIttjYMYitf6vCdF4+j3x3C5gxq08ZrNVRh0qDU\noMI/DvbgjeMD2FRjwt2XLsIPrlue2YudorpCPR67YwM8oeiY+m+hw8e5VflQySWzPkxgtPlUY/3T\n1xrw510d+OGrJ6f9GDZPCD945SRWlORhVVke/nV8ICvbFojE8GErd5n+cPfQpB0W0tnVMnKZX6ib\nnam3TnKv7/MXVOO90zY8e6Bnkt8Y3zunBnHfm6fxuccPwB2YvW47k5nL92gPvxCuwqThBiqNam3p\nCUXx6tE+fOKcctyysTIn23DJkgI8cPNq3LKhAnZvGP/xwjEA49frZtJybVONGQwD3PPMYbiDUTh8\nEfzy7SYwzEg3oie+sAk/un5FSteOMiMXqAtDWZ6r70nb8aONHwW+pEiPavPkE1zH0273w6JTiIvi\ny/NTSzIOdQ1BJmHSLppXSCnEOhPRvyrJGn2azKlZq0Qgwu3UvnnVEjzxhY24fk2J+PO6Qh0SLKa1\nU+uw+yFhgEqTBqvLjDie5vI1y7I42OnC1StHBowkfw0AFy0uEMssAODCxSMTK5/50nlJ97NMeRuT\nbag2iYNJHrn9HHzno8tSaveybWmxHhfWWfDS4b6Uy5ldjgAsOiX0Kjkq8jVib+tcOtYznLa84IG3\nTuPiX22f0QLRbInFE9jWyJ0sbW+0pwzumYpfvHEavlAMD92yFhctLkCj1TPhQs1Mtdv9YFngtvMq\nEUuwOJymDGciLMviQKcLnzinHHIpg3Z7dsYWn+jzoDxfjR9dvwIX1llw3xsN0wrqAW5SnGC8ARmz\nKRZP4O6nD+Hq3+0cM43T7g3jgyZbzls6ii00TWpUmbmMc3Ig/+qRPgQicdx+fm6CZoDLIn9mUyX+\n+5NrcPGSAjRavZBLGawqm37bO5NWgVX8YusvbKnGZzZxpWO1Fq3Yxs2kVeCLF9aklNSpFVJsquHq\nqO/cXIVILJF239IyyO1r6wp1qC2YfuDcOOjF4qQaboZh8K+vXYi9914OqYRBIBKHSatIOVko5Usy\nsllrTuYPCpxJ1rz37Uvwr69dmHKbRT8SGBbolLhsaWHKzqSuYPqdNbpdAZQauYlVy4r16HIGxmQe\nBj1hDPDZ4n/efQFe+MrmCeuUAeDm9WWoNGlw302rcMEiC/7n1nX43S3rxmSqp+r287gD29oK47iD\nAbLtE+eUo284iANJo817hgKoNHFZkwqTZsqLA63uEJ7c1wWbd/zV/claBr248eHduP4PH6aUjXQ6\n/Hh0Rzt6XEE8sr11StuQC+0OP0LRBC5fVohgND6t6YvDgQjePmnFLRsrsKw4D4sLdYjG2bSX16dK\nOPBfvZIb+T7VxxwORDEciGJ5iR6VJo14xWamWga9WFKkh0TC4JtXLYY/Eseb08yyH+4ewsVLCiCV\nMGlblc22XS0OvHnCiuZBH/62pzPlZ9996Tg+/8RB/GlHW0aPFU+weOVIH/ZP8YRAmJJXnq9BRb4G\n/kgcQ3w2nmVZPL2/G6vK8rAmy915xnMbH+Beubxo3HUumXrg5tX4wXXL8Y0rluDuS+tQoFfiB9ev\nmPT3Hrn9HPzmU2vxtSsWA0hfptdq90EhlaDSpEGVWYseVyCjBeTJ4gkWzVavuC5HsKrMgBKDWmw9\nah61P3/taxfi1Xu2TOm5yMJBgTPJmqI81Zj6L4t2ZIcyeucCcGURDAO0TCNwdvgiKNBzj7m4SIc4\n34w/mVC/W1Ogw/rKfHHF90S0Shl2fucy3H5eFQDgxnVlWVkJfV6tGf9z67oxi2ly6eqVxdAqpHj5\n8Eid7YA7JLYKLMpTZbQ6XRCKxvHZv+7HD185ic/99UBGWdk3TowEUW+eHPl6dxtXNrC23IAdzfYp\nH9Sy7UQvF6jdsZn7dz86wbS08dR3DiEST+A6/qqKUM+fbkHXVAkZ4k3VJihlErFWPVPCZ6HKrEVt\ngS4rGedYPIF2ux+Li7gT4HMq81GUp8SetvSdHybiDkTR6Qzg/FoTFhfqcGKaCyCzaXuTDWq5FIsL\ndfgwqczF5Y+Ii80yLcV5eHsrvvHcUdzy2D6x33ImBj0h6JUy6JQysdOE0MnhcPcwGq1ecV81G65a\nUYz7b1qNBz+xZsaPtarMgH+/qBYGjRwVJg0Ofv9KXLY0fZvTZBadEp84t5y/ciZLu06jddAnDi2x\n6JSIJdgpD9vqdPoRjMaxvCR9Zl1YtGjRpV45tOiUWe+WROYPCpxJTpl1kh2UuAAAIABJREFUqRnn\n0YSRrn/e2T7lmkunPwIzH5gLl9JaRgUofcPCwJOxrYLmwo3rysTBMLNBrZDi2tUlePOEFcFIHCzL\non84iBJ+BXhRnhJOfzjjUoK3Tg6g1ebDtauL0Wj1Ylfr5AHS3jYn1lYYUWpQiXWJAHCgw4VCvRKf\nPb8KTn9kTO/siexstuO7Lx7HwaRM+kx1OPyQShhcWGeBQiaZ1qLJJv7ysLDyXqjnH28AzlT0DgVQ\nlMf1IK80adA1xe0T7l9p0qDSpBEzmTPRNxxEJJ4QXyfDMFhekjetbH2Xi1+EZdFhcZF+2pfW03H4\nwrjvjQY8vL11SsMwDnYOYWONCRctLsDh7iFx2NLBThfiCRbXrSlBq82HQc/EV18isQQe392BDVX5\nsOiUePj9zK+w2LwhFOZx+7kSvrfxAN/L+en9XdApZbhhbWnGjzdTUgmD286rnHQQ1mwpz9ekHYjS\navehjj+hEwJbh2/iFnnJeocC+PbzxyBhuJPVdITEjTmHJXdk/qHAmeRU8kLAPHX67hHfv245GAb4\n4t8OYt8ULmM6fWFxhyhkrke3VuvlyxBmM1idbz5xbjl84RjebbBiKBBFOJZIyTizLDJuI/bPI/2o\nMKnx21vWwaCW4/Vj/ZP+To8rgEUFWiwvyUOTdaS7SkO/B2vKjeIgnEwDpSF/BF/6ez2eq+/BrY/t\nE1e1z9SAO4RCvRJyqQTl+eoJF01GYgk8ua9rzITJRqsX5flqsRxIrZDCqJHDOklglYnhYBT5fHeB\nKrMG3VPMOPckBc4mrQLBaHzG9blCAJc8rGJZcR7a7L6UkzGWZfFCfc+E5SVCyVCFSY0SgwoD7lBW\nFuV5Q1Hc/Mge/HlXB371ThNeOpxZl5NEgkWnw4/FhTqsrTAgHEuI79Em/sTgZv5KVPPgxCcKu9sc\nGA5Ecfdli/DJc8vxQbM9484tg54wivgT3RI+4zzgDiIYiePNEwO4cV32O/MsJOX56jEngaFoHN2u\ngFgKKCRYMv2bR2IJ3PrYPhztGcY9l9WJE2BHE8ZoJx/nyJmPAmeSU8k7nPEWSmysNuHQD66CXinD\nC/WZH9Rc/ohYY6aSS1FqUIt9QAV9w0FYdEpxscnZaFO1CWVGNV463Cf2pRYWrxTxmaxBD3dACUbi\n+M6Lx3DrY3txwQPbUuo3w7E49rc7cdXyYihlUmypM2N/+8QZ33AsjgFPCJUmDZaV6NFu9yMciyOR\nYNHtCqDGohH7o2Zac/vS4V6EYwm8fPcFqLFo8ZPXTmUlwLJ6gmKf1ckWTf5pRxt++MpJ3P30oZTb\nW22+lHaLANffdaJpb5lyB6IwariAvChPldIbXRCKxrG3zZk2A2rzhJCnkkGtkIrZQk9wZp0rhNeV\n3J92SZFQ1z3y93v5cB/+88Xj+OSf9o6b8RX+3hUmDYrzVIjEEhjOQmeNR3e0o2cogOe/vBnLivV4\nen93Rr9n9YQQjMZRY9GKXR6EwL/J6kWlSSNejp+sFGdfuxNyKYMLFlnwkZVFiCfYlKsvR3uGceVD\nO3DDHz/EnY8fSFnsZnWHxB7BFq0ScimDAXcIO5rtCEUTuG51yZjnO5uUGdXoGw6m7AOEhbRCCZFw\n5XOyoSyCPW0O9A4F8afPnotvf2TpuPez8fvNq0YtOCdnNgqcSc49ese5+NEkCz7UCimuXF6E904P\nZlTr6glFEUuwKXXTNRYtOkZl4frdobSjUM8mEgmDj60txZ5WB04PcJkxYcpVoZ772wgB0MPbW/F8\nfS88wRgYhsF/v90o9vs93utGOJbAebXcZcsNVSb0DQfFest0eoeCYFkuy7mkSI9YgkWnI4BBbwjh\nWAJVZi2MGgVMWkVKxjkWT4xbP32oawiVJg3OqczHXRfVotMZEEskBKMzqa02H77y5CG8fXL8etTk\nAIXLOI//ul450geAa4mVnMUa9IRQMmrIQYlBlaWMcwRGNRcAGDVyDAci4mfFE4ri4e2tuOzXH+Az\nf96HCx58H99+/hgakzL8w8Go2MVFCMCHZxo4e8YGzkI5QXLw/vIR7oTY7g2nbFOyHlcABrUceSq5\n+HgD45xw9LgC+P+ePYLn61Nb3wknZcnePmXFhXUWbKox4fJlhTjV506baWdZNmVxsdi/NyVw5vYv\nLTYvlhTpYNEpYdIqxA4O46nvHMLqMgNUcilWlxmgUUhxoGPk6tov325EtzMAlVyKvW1O3PPMYbAs\nKw5LKuTflxIJgxIDdzXk3VNWGNRybKyZfN3GmazMqIYvHIMnNNL1pMU20lEDmHrg/N7pQWgVUly6\ntGDC+/3qU2vx5UtqsbRo8omy5MxBgTPJuatXFuOLF9ZMer+NNSa4g9GMai+FWrXkRRnVFg067D50\nOwP47ovH0Wb3weUPp12UeLa5YnkhYgkWj3/I9XRexB9QSgwjl34B4MNWBzZW5+PNr1+Ev9y5ASwL\nvNvAtQg7yq9c38APWBAGLYzXPxsYWZBWadKIgxL6hgNiL1ohIKk0acT7djn9OO/+bbj+Dx+KWaRd\nLXY8tLUZiQSL471urOEHI2zhWwTubuWCkHa7Dx/93U4s++Hb+PKT9WIQ9eiONrx9yopvPX8s7eVa\nbkpkSAzYSo1quINRBCJj26r5wjF0OP3iQfVAB5c5DMe4CWijJ4gVG9QTZpxt3hB+8tqpSTvLDCdl\nnPM1CiRYwBuOIRiJ46aHd+NX7zSh0qTBH29bj89trsIbJ/pxwx92Y28b97cZCkTFQRJCAD5RRjca\nT+CBt06nLIobzeoeWbg28nq51y8EzuFYHIe6hsS/1+gxy8mPJZzQjX6M0X72rwa8dqwfv/hXgxgE\nP1/fgzU/eRfrf75VDKhtnhBabT5cWMe9T9aUGxFLsDg94MHWhkE8uqNNPEF7eHsrlv7gbTy9vwtA\nchs4DQwaOYwaOTr5VnB9QyODlKrMmgnr4WPxBE70ubG+kvu8yKUSrKsw4gi/+HTIH8H+Dhe+dHEN\nnv/yZnz/uuXocgbQOxSEwxdBNM6iOG9kH1ZXqEOj1Yv3Tg/iiuWFkJ/lvYLNYv1yGD99/RTePjmA\nNpsPEmZk2p+Jf99nWqpxoteNdZXGSa9Urqsw4t5rllPbubPM2f2JI/PKCn7lcsPA5KvphwJc4Jw8\nUararIUnFMM9zxzGc/U9+MeBbrh8EbEu9Gx2TmU+jBo5GgY8KDGoxEDHpFVALZeidyiIQCSGk31u\nsUfqsmI9zFoFjvdw/x4tNi8sOoV4IrKkSA+GwYQLwZLraoU6876hIHqHRnrTAtwqdCd/MvT0/m44\n/RE0Wr041DUEbyiKO/56AL/f1oIDnS70DQfFMeVlRjVKDSoc7x0Gy7L4+j+OwuoJ4ePrSvHOqUG8\ndqwf8QSLN08MYG2FEQG+LnQ0XziGQCQuBr3CQlZnmsVEpwc8YFngM5sqoZRJxA4JwmXbotGBc54K\nDl8k7ZAGAPjGP47ib3s68ZWnDo0pOdnZbMdXnzmMJqsX7mAUBj5wFkot3IEont7fhTa7H3+9cwOe\n+/JmXL+mFD/+2Ers/u7lKNAr8eDbjfx9IzDyvycE4HZvGD957RR+827TmO363w/a8OiOdnz2r/vH\nDfwH3EEUjcqwF/ILpoRsdJPVi1A0gU+dWwGdUoZT43TLcPgj4omw8O+QLlPv8IWxtWEQayuM8IRi\n2NXiwHAggp+93oDFRTosLtThv14+gZZBr9iZY0M1F7QKJ1wn+9z45nNH8cBbjXjtWD8SCRbP8CUc\nj2xvQyLBitlJYQEYV74ThDsYhT8SF9/PQqnAeDqdAURiiZTODEuK9Gi1+cCyLE71exBPsNjCB/fC\n5+9Ah0ssX6k0j0znqyvUodXmgycUE1sTns2EqygftjjwxO5OfOWpwzjYOYQqs1ZslyeTSmBQy8es\nSUgnFk+g0erF8uLp96gmZzYKnMm8sbRYD6mEQcM4GalkwoCF5EyXkF0QDpaHuoa4zhs6CpylEkZs\n8yRcvgS4unNucU0AHQ4/YgkWK/mhBAzD8OUv3CXrFpsv5XfVCimqzVpxoVQ63OVnCQr0ShTouPrM\nvuGQeMUgeVW6cFDb2jCITTUmSBhgZ4sjpYRDmAKZvB01BVp0OQNos/txos+Nb175/7N33/Ftlff+\nwD+PtiV5721n75C9CAHCCBBIS3vLKG2gUFqgtL1wL7fAr9wu2ttFB5S2uRRoKZRySymUVXYYIQlJ\nIHs5sbNsx3vIsvbz++PoyEfDI7Ziycrn/XrxwjmSdR7pSNb3fM/3+T6T8MDnzkJZdhpe3tmAI609\n6PH48flFFajIseKd/dHLOauZV/Uka6BLu2qHjGnFGWErkqnZ0YKM8Csc6nOM9aV9pLUHGw61oiw7\nDTVNjqiSk2e2HMOLOxrw+IY6uH2BUKZYHWe704PX9pzEzNJMrJwaXmeZazfji0sqsf1YB5q6XWh3\nepEdEXh/cKgFj2+ow4Nv1USVxrywvT7Ujaa/CXUtDk9Utxyb2YB0syF0IqG+PpMK7ZhQYA+t6BZJ\nmexrjnp+kdQM+N2XTAGgnMi8e7AFDrcP31szA7+9bh78UuKlnQ2acou+KyxWkx4f1fWtvLivsRuH\nWxyo73Rh6fhcnOjoxZ6GLrQ6PLCZ9KGsY366Ga0Od+iKWChwzk5DQ4er3xIz9fOhdloBlNpbp8eP\n+k5XqLZfHePkwnQY9QI1zY6+rHe2JnDWTEQ7Z+LApQRnArWjhXplDFAWz9H+jQCU74oe9+CTYWtb\neuCOONEh0mLgTEnDYtSjLDsNh4bQXaEnRuCsnYiYZzdh29EOuH2B0ATCM931S6uwbEIu/m1+edh2\ndREUNdDR1qtW5dlQ16Jcnq5pcoStoAUoX/KRwZ7W0TYnKnKsEEKE6jPrO3rR4nAjzaiH1aQcv1y7\nEjg7PT7UtfZg6fjcUC1nnaZu/flP6kPjUlXm2lDX2hPqrrFyagF0OoGl43OxqbYt1PFgUmE6lk3I\nw0d1bVGZ3c5grW9GMKDMtfc/C1+t+c5PN6My1xoa38kYrx+A0PsvVvb6rX3KmH951VkAlAxz5OsH\nINSNRM0Uq/9v6/Fg14lOzK2I3TN2rlpOc6wTHU5PX6lG8Pf3NfSdpNZ3uDQ/96KmyYHrl1bhrPIs\nvLn3ZMzHb+vxICfGiWlhpiV0IlHX4oQQyvusIN3cbweXVocnFARZjDqY9LrQcdH6qK4N6RYDFlbl\noDwnDQdOdmPj4Vakmw2YVZqJ/HQzzirPwtv7m3Gk1YkMiyH0fIUQqMy14QVNN5i6lp7Q63zl3DLl\ndWnsRmtEmVeuzYQWhztU018aPKkoy0qDxx+IOVkTUFoU6kT4yV5f+8xu1LY4kWbUhybq6nQCBekW\nnOx0hQLnMk3gvHxSHs6ekId7L52KNNOZO+lZpX6+PqhpDR1nAFGBs82sj1r9MRb1xE6dWEgUiYEz\nJZXKXFtYm61H3juMxz6ojbqfM5g5sJn7vji0WZlrNQsC5LBUA4CyYuGTNy2O6vmqZpzVQEdbalCd\nZ0NTtxuNXS50u3yh0gpVVZ6yIld/nRLUwFlVkmVBfUevkl3UrCqZYzPBF5DYUtcOKZWWZuU5SuB8\nJHgitWyCsiy6ToQf6+pcGzqcXnxQ04KSTEsoyFhYnYvOXi9e2aVkoiYWKJfxu1y+qEyyGqCpX7y5\nAwS7zd1uZFgMsBj1qM5T3q/+gERzcCXFyFUh1ex1rIzzh4daUZFjxfyqHJRlp2HXifCrLepkNLVr\nQ2ao1EJ5zK1H2uH0+PtdNW56SQZ0QlmRr8vlCz0/u9kAvU6EdYNQ+ygDCHV1mF+Vg6Xjc7HjeGfM\noKPV4Y7Zwzbfbg6dYNS19qAkMw0Wox756X3btZweH3q9/lCgKoRAptUYs+vH4eYeTCiwQ6cTmFSg\nlDxsrWvH3MpsGIL1vgurcrC3oQuHmpVFMLQ1qNV5fe+dZRNycaTVGfqbs3xiHswGHfY3doV17QGA\nvHSlnEgNnEs0GWcA/c7NONLag+Lg81epn4n6DhfqWntQFTHGggwzTna7cLTNifx0c1iAXJyZhj/f\ntAhfPmdczP2dabTHaHpJRugKT3XESq82swE9MeYs7K7vxNf/8jF6Pcp3ytHg56AyZ2QrxVLqYuBM\nSaUyxxpq+dTp9OIHL+3Fd/+5J2oBCfUyq83Ul3E2GXQozUrD8ol5oYlrAJhxHkR5thVdLl8oiNJe\nelcv1W8PTmSKrN+tzLXC65ehyYVaUiot58o1gXN+ugUtDnfY4jVAX7C5ITiRbUpRemjC4JE2J4oy\nLJgdDA4LMywwGfr+dFUG6z/f3t+MCZrZ7VODy+S+tKMBpVlpsJkNGJevfBlGrpqnBs6ZoYxzcMJR\njxLkubx+vLa7EVJKNDvcoS/nylwbPP4AGrtc6OxV3pNZEQtDqO+/yMA5EJDYVNuGxcEuJePy7WFl\nKR1OT2hc6vtdDaDUAFgtS6rOj/0lbzUZUJyZhj3BzLI6NiEE0oz60OMCCMvsq+OozrNh8bhc5aTm\nSPhqd15/AF0uX8zPV5bVGBr7kdae0DHKTzejzemB1x/AzuOdoc+1eoKiLavKTDPGzDgfbnGEyhom\nFNqx/2Q3DjR1Y1pJ36X18QV2eHwBbDjUisqIAEqdkJplNWJqUQbqWntwtK0XaUY9CtLNmFioTL5r\ncXjCJh/nBk/uDjUrC+WoJ+SlWeqk1/4CZ2fo+avy7CYIodRw13f0RvWZL0y34GSXG/UdrjO6B/1Q\nWE0GWIzK34OSzDR894rpAIC5leEnkzaTIebJ33WPbMIL2+vx4g7lKkRdqxNZVmNoPgFRJAbOlFQq\nc5UgrsPpwVv7+y4Pvxcxs1/tdhDZ+P+d/zwXj9+wMNSnGOibPEKxqcHx1qPtyLObwoJSNShSJwBG\nBc7BoDhWV4HWHg+cHn9YxjnPbkKLw4PmbndYZlbdz+56JRAsyUpDebZVyXZ3upBtM4WCj8XjcsP2\nU60p29DWf47Pt0MnAF9Ahi67qgFX5IlYZOBsNRlgNelDAd3aRzfj5ie2YuuRdjR39wXORZnK/5u6\nXOjo9cBuNoSynqpQ9joicN7b2IXOXi+WjM8Njs2Gw82OUBmJ2opNG3SZgo+dEVxgRX3dB1q5LMdm\nCmVU1YVZAMCoVzKcpVlpMOhEWFvB2pYe5NlNyEwzYl5lNgw6EbU4UXvw+cTad2aaMdTqrqnb3Tfp\nMt0MKZVA+fKH3sf5P1+PVoc7VL6RN0jg7HD7cLLLHToBmlSQDikBKZUaapX2Mn3k4hWrZylXXASU\nvw1uXwA1zQ6U56RBCIHSLKULSluPO+ykQD3m+xu7kWMzQacLvn7ZfZNeYznWFh04q8tAN3W50O70\nRL2GRZlKqUZ9Z29omW3qn/p5KM5Kw6Uzi7H/B6swIaKszGbWw+kJr3FudbjRHpzfoE4aPtrqDP1d\nI4rlzF1uiJKSepn9eHsvjrQqtZFWoz6q96vD7YdRL8KCPACh1kzFmiyNmnmk2NSM8PZjHVETYtRJ\nWvuC/Z8jW62pv3u01Yml45Vtx9qc+PKftsAXLN8ID5zNcLh9ONHRi7PK+zJC2gA922qEyaAL1c7W\nd/Qi127CpTOLUdvixK3njY85BiC8LtFi1KM8x4ojrc7QoiSl2WkQIjo7GBk4q2Ntdbjh8vqxKdhy\nbuPhVjR3uzEzmP3OtyuvR3O3W+l6EWMZ4gyLEXqdQFtPeImCunjMomolcK7Os6HH48fv3z2MV3c1\nYu1SpdxoUmF6qGRDfX+rQa/a7WKgqyo5NlNoRU2zse/zoj5WUaYFTo8PXb1e3PPcTnQ6vWh2uEMn\nJDazAbPLs6ICZ/VEIMcW3e4xM5hxllKGnWioVzO2arLX6w80hwIf7VWIzDQjmrrDu2qowb16zLXH\nW1t/HxY4RwSt00oy8INPzcDkonTsDWbij7c7Q91ACtKVpeF7Pf6wk251bHsbu8KywHazAZlpRjz6\nQS2e3HQE31g5MTSPwOFWyoIqYlz2L8wwo7HLhfYeb9TJfUGGGd1uH7qbfaFJvdS/okwLmrrdoYSJ\n2k1Dy2YyhF1hAfoSAukWQ+gk9ERHb9jVC6JIzDhTUlEnyDR1u3CivRcF6WbMKsvCnobwCWhOj2/A\nZWa1kwatJp4fDkTNOAN9WTVVX0CrBBiRHSOKMy0QQlloRvXuwWbsa+wO9SXWBs5q4NTt8oVlnNXA\nqbnbHVqURT2GJ7tcsJsNSLcY8a1LpoTuq9LWjqr9elXnTykIG4NeJ5BhUYK6w80OvB2cnNfZ64VB\nJ2DV1JLm2k1o7fGE9Vf+qK4dLZpJbOrr1exwo9MZO3DW6QSyraaoUo3d9V3ITzeHamXVLOr/vLIP\nnxzrwK/frAEQvly8GjALoZw09nqVE0j7AJ+FHJsplGkz6aMD53SL8tpuONSKpzYdxUs7G7DzeGco\nOw8Ac8qzsLu+K6zzRlsocI6dcfb4AmjudsPtC/R1Twke81c0C9HsPNGJ1uBJRX+lGoeaHXh7f5Om\n+4nyOmsDZG3XCu17JNZyydctrsSCqpxQqVdTlzv0Ghakm9HZ64XHHwh7HLUmv9vli/qclGaloblb\n6bih7UDSEKqHjs4aF6ZbUNvSA48/gBxb+PtG+9koYanGoM6dpHQXsVv6/xzYzNGlGuqJ0wVTC0Or\nD57sckUlCIi04ho4CyF+KoTYJ4TYIYR4TgiRpbntbiFEjRBivxDi4njul1KHWgpwskv5EirNSsOk\nQjsON0XXONsGCYifuHEh3rpzxWkba6rITDMiPRg0RF4yVjPOda1OpJsNUSchBr0OuTZT2ISvyHaC\n2o4A2gmB2iBJ+4WnBiXq8e3x+Ac8SVLGqQQe5RGXWO++ZCru//QMfHpOaWibWn9773O7cMPjH+HF\nHfWhbLF2glauzYwWhyf05TqxwI6Gzl70eHxIt/R1AwH6Ms5Z/dRF5tpMURMND5zsDgv2qiMCPLXO\nWHtMtItdqEFwttU04AIM2j7mRs0VGvVqjUmvQ7rFEFZf3ev1h9VNTyvJgMcXwGHNfdSMc6x2j2rb\nPPWkQw0E1ddN3T6zNBO7TnSG2hNGZpw7nV50ubxY+fP1uOGxj0IlHdqSmgevmYP1/3luVInMZ+cp\nHTIiJ4lpqe8rh7vvRFwbFKdr3pexavJV2pPDPfVdoXIb9XOhngxqFWRYQlcSInvNa495SSaDuMHc\nvnIifvKZWVg1QF9rZXJgeKnGoWYHcm0mzCzNhMsbwNE2J5wefyiBQxRLvDPOrwOYIaWcBeAAgLsB\nQAgxDcDVAKYDWAXgYSEE++hQFPVL62SXCyc6elGabUVJVppy2dLVV+/Y4/aFddSIZfnEfIzLZ0uh\nwQghQi3UIr/A00x6pAUzuv31w86zh3dK2NPQhYXVOfjV1Wfh8RsWhHUE0AYc2lZf2mOpXjLXBssD\nZVQB4I07VmDzvSujtpsMOnx+UWXYY6mZTDWbue1IB7p6vaFWdH1jNaHV4ca+xm6YDcpqbw2dLkjZ\ndxXDqNch22pEi8ONjn5KNQAlK6vNOPsDMrhsc1/gXJIZO7OofZ3MMQLfwSa/ao+bOUbgbTLowgJE\nlTaQV3t7qzXoANAWDGL7q3EGgJpgiYj6uVYz+ic6emEz6TG7PBP7GrrR4nDDZtKHvVcy0ozodvtw\nUNP5Y19okmPfPi+fXRI1ARAAfnTlTLxxx4oB5zho31fqe0R7VUV7e7bVCPX8JC/is3D3pVPwvTXT\nceeFk9Dl8oVKgdQWdZEZaiD8dYs8htoxFzPjPCijXofPLSiPOnnSspn08PgC8GqumjQEV6tU69TV\nxYwi53IQacU1cJZSvialVK+FbARQFvx5DYCnpZRuKWUtgBoAC+O5b0oNRr0OeXYTTnYpLdBKMi0x\nl991DiELSUMXufCHlvqlntlPW7+CDEtYD9ujrU6Mz7djzVmlODeiPlPb41gbfJgN+lAgmB8MXGIF\nNf3JtZtjZvViyUwzosPpDXUCOdHhRK/HH1amoTymEuzuqe/C5KJ05KWb0e1S/rxp75ufbkZTlzts\nSexIOfbwwPlYmxMubwCTNYGzOtkMAGYHV7hTx6GKlXEeLHDWngxp5wQYDcr+zAZ9aNKgZggYpwmc\nx+XbYIhoX9fW44EQ4at3qtTXQQ16+wJn5Th2u3zItpkwqTAd3W4f9tR3hZ0gKPfVQ0qE6rMBYFfw\nakZ/JyhaRr0uqpdvJO0JW1+phiVqG6BcXVHbfxdFnORU5trwxSVVmBdcoVCdjBnKOMfIYGrfK5HB\nPTPO8af+DXFqFkFp7HShMMMSOmndHlwldah/S+jMdDprnL8E4JXgz6UAjmluOx7cFkUIcbMQYosQ\nYktzc/QKX5T6CtItON6uLFObbjGE6s0aNHW0QynVoKEbKHuZHay/jGyzpsq3m9ESDBACAYl2pycq\nI6e9ryrycndGMOup3kcb1MTzJCkzzYiGzt7QbPrj7b3o9fpDmXVVrs0MX0BiY20rphZlhMpBgPDA\nOcdmQrvTEzNr3fdYprCuGuqiMZOKwieu/uQzs/DdK6ZjToUSgJkMulAZDRC71KK/YF2lHXdY4Bwj\n45xjM+Olr5+NaxaWh2WcjXodKnOtOKQpmWrtUZaz1+uiy0TUwLYu2FpSDd61r1u21RSa0Lepti3q\npE09Htoa8931nRACMTPkwxF2cmaKVaoR+7Ud30/7P7Wcoy244mFztxvmiGOo0gb/kVd6wvpH21k2\nEA/q3xOHppdzY5cLxZmW0PtJPUljqQYN5JQDZyHEG0KIXTH+W6O5z70AfACePNXHl1Kuk1LOl1LO\nz8/ncqJnoly7KbSYgM2s9KEFwgPnWBlCGj510lmsTJ6afekvQFMXtZBSorPXi4CMDgRU2lrcyIAg\nlPHLCJ8cqPwcv2OdmWYMrfKXbTXiREcwcI6RcQaUVmdTitPDMqvaQD4rzYSGThc8/kBYCYFWjs2E\nzl5v6DLxgeBs/okRGdHPLSjH2qVVoQylSa+LCHb7Xj91+2CTX7V9Q8sCAAAgAElEQVTPK1bgbDbo\nQpPg8tPNmF6SiR9dOSvqsreyXHZ4xrm/bHdk4Ky+d8wGXSirrWSc+55/bkR3Dm3gnB5csOVklxsZ\nFmNYdn4ktLX1amCVazOFSjL6C9DH91MCFtmzuynYUSRWDbr2/VSQHvuzACBuz/VMp35OnMEJgr0e\nPzqcXhRlWkKfZ/V7h73/aSCnHDhLKS+QUs6I8d/zACCEuB7AagCfl33r2p4AoF3ntyy4jSiKzWQI\ntdmymQ2hIKJREzh7fIGoVnQ0fOprGZDRKwAWBy8V95dxzrOb4AkuhjHQhLFIkY+nBjGxapzjmXHW\nngDMKM1Eh9OLth5PWHcOQFm9ULVkfG7YCpTak7YsqzH0hdtfCYF66b09mInc29iFsuy0fp9XYfBk\nxeH2hb3PTTFKNSIz5ZG0t8f6fW3GOTKA0xqfb8eRVidcXuVSd+sAgbP6Gh9r64XdbAgF6UKIUGY3\nx2pErt0cyohPici+W4Kv8eFmB8pzrKH3y1DKNIYqVh29MuE1ulxIq79FSdTnogbOykI/A79GkeMA\nMOBkTxoe9XPkCZ68NgZL/4oyLKHjrH7HDDangs5s8e6qsQrAXQCukFJqV0R4AcDVQgizEKIawEQA\nm+O5b0oddosBvcEvZ7tZWdo4M80YmlEPKH/8TANMBKFT89UV42Ez6bGwOifqNjXjHBlYqtSgq8ft\nG7BFmeofty3DvZdOjcqkqV9WkRPJtLfFgzbwUicBNXW5owJQbTZ0cmF6qGRFGVv4ZENVvzXO6iX8\nHg8e+6AWL+9sxLLxeTHvCwCLx/ct8mKKUZ6h/dliHPhzoD1usX7fpNeF2rzNLo+9dDcALB2fB19A\nYvWD76PLpZxs9BcUqkt6A9GBrtWsrn5oCtvn6tnFYfdTj8fJLjeyrMbQxMi4Bs6m2Cdn6nswsr3Z\n0zcvxvfWTO83C2zQ65CZZgx9Dhyu/st3+jsRVZ0/pQA3nl09+JOgIVG/L7x+JTmgfp8UZJhhMSpX\nQnq9fliMugEnGRLF+7TqIQBmAK8Hz5g3Sim/KqXcLYR4BsAeKCUct0kp/QM8Dp3B7DGyQLn28HZe\nXj8zzvE0pyIbu7+3KuZt6iVsty8Q83a7WQkAHG5faJGPgQLns8qzwhY/Uan1pGrWU5t1i2c9uzZA\nUjPjsWqchRB48faz4fb5IYQIKz/RBvXapXn7C+rUFQb/tuU4Hnm/FgDwqTkxp3kAUDKaep3AxAJ7\nzN7LQF/gO2jGuZ9SDTX2Mxl0mFGqZNevmF3S7+MsHpeDHJsJNU0O/PClvWjo6I3qm60SQoQCyMjX\nxBgxqfHn/zYbHx5uDcvwa59Xr9cPu9kAc/Dfg3XTORXa+mzt352CdDP2NkSXaiwelxu1cmUkbT27\nw+3rt0NDrEmVWo9ev2DA2+nUGEOBs/J3rDXUFUYppbGbDehy+ZhtpkHF9R0ipZwwwG33A7g/nvuj\n1BSrm0KezRyWcfb6ZVgQQaePmrHs9cQ+11Wzct0uH9p6lMzlcGoE080GpBn1Mb+4iuO47LBFs6pY\nnqauNrLGGVBKOVTajiCRNc6q/gJnte3cI+/XIttqxBM3Lgp77Fh2fediCIGw971Bm+kMVtVYBqn1\n1wbWZn3fz2pVjsmgw+fml2PVjOIBs7kGvQ4vf305vv/iHjz9kTLXe6BVOdXAOTILr7YBVF/PXLs5\ntAx22LhNfZ9vu8UQyjj3d+VjpGwRgbNJr4u5At1gcmym0HLkjgECsXhmzmlw6vwAbzABoPYOVycy\nM3CmoWLkQUknVt2huoqbyusLMHAeJZfMKMLEAju+fM64mLerx8jh9oVqePubHDiQVTOKsHZpVcz6\nzmnF8VsCVxt4hfU4HqTkQVueEZZxThs845xu6Vtk5oKphYMGzYASyFuM+rAssfa1UevRLYMEd9rn\npX0stZrdpNeFMsSDKcq04HML+qarRC7RrpXZT02y2tKvvzrh0Lg1zyvdrAmchxHMDuS6xRUAwsd5\n6axiXLe4cliPl6VZJbLb7et3NTuTQYflE/Pwq6vPGtZ+6NQYI2qc1SuYaitA9XuHbU5pMHyHUNKJ\nOdPdbsLGw+E1zmofWjq9cu1mvH5H/yswqpezHS4fnB4fDDoxrKzgRdOLcFHEyl/r//NcWE2GuE6W\n0tYEa3sHD1byoBU5OTDWz5Euml6EZ7cdx7WLKoa8HyA8S6zlDwbOsTLlWmn91DgPtG0gi8floDBD\nWZZau4BLJPW16O81GSxw1j4vJeOs/Huwmu5T9b0rZuDTc8owWTM58bzJBTgvogf5UNnNejg9fkgp\n4XD7YraiUz1x46Jh7YNOXWSNc2uPUjuvJmDUgJkZZxoM3yGUdOwxFiXIs5vR7lTaeRn1OqXGmRnn\npNC3bLEXTk90rfBIxFoRbqTCMs6akpJTC5yjJ5IBA3/pfv9T0/HfV0wLtX4bqv4C20AgGDgPMm7t\n89XW9KpNj041cDYb9Hj/v85HV693wBMktbSnvz7ERYMs7KF9XnazMZQ5j3ephk4nMK8yO26Pl2ZS\nAmcleGYGM1lE1ji3ONxh7007A2caIr5DKOmok82Avi8dNTO4N7jkbkCCpRpJQv2i6Xb50OuJ7oec\nbLQZS+0X51DGPS7PhsMtPWEBqLYX80CZ8cH6Lfenv8BWzTgPloHt73OilmqYhzHJ1qjXRa30F0l9\nbT83vzxiuwktjuj2f5HCAudRqHGOlzSjAb0eHxzBfsH9lWrQ6FJrnBs7Xfj4aDtausO7woQCZx4v\nGgTfIZR0tLPm1S/9smzlsu4VD30QdRsllrbG2TkGFqbR1s5qJzEOJSB79palONHRG7ZNCIGPv30h\nTna7+vmtkYm1Mh8ABBNnww4kgwnrYQXOQ/GDT83A7SsnoDzHGrb95W8sR3twEulAtCcySo2z8u/B\natETzWrSw+n1o9ulPEdmMJOD+n3xvRf3AFBq2i+YWhi6nTXONFR8h1DSiZWZq4z48gXCV1GjxNHr\nBKwmfbDG2Y+0JF8Kvb++xkMp1ci2mUKTiYay/XQaaqlGf4ZbqjFU/b0mBemWUG/wgWgDemURFeXz\nHu/JgfGWZtJDyr6uDfFaHpxGJvJ93tnrRWVu3/fK7PJMPLvtOGpOOiJ/lShMcp+60xmpIhgk/+Kq\n2aFtZdnRgTP7OCcPu9kAh9uHXq8v6TPO/ZU2xLM2ezT0lWqMbNy6JF2lTlv2or18nuylGur7v7lb\nmcysLT2jxIl1hVIbOF85twwA8Nl5ZaM2JhqbeCpMSSfHZkLtjy4N++KMFSSzVCN5WE169AQnRCX7\npenIwMti1MHlDSR9wB8pEKfAeSws71yYYQnVZMe7q0a8qe8jdYGNsXZClqpiXaHUJmTsZkPU9w5R\nLMn9DUdnrFh/vL7/qRmwmfS445ntABg4JxO9TiAQkOj1+JE/yKSxRIsMNF/9xjl4ZVcj5ldFLzee\nzNRSjeGWLKkLoCRzmPDbz8+FQa9DdZ4tNN5kzzirpUpqv2oDS8qSgvb74kdXzsQnRztCK2aqGDTT\nUDBwpjHjC8EFCfoCZ/6RSxYGnQ6+QGCMTA4MP+GqyrPhlnPHJ2g0w6eWagy31EIGc7jJHCtcMrM4\n9POYyTgHA3u1q4ahn8mdNLq0gfOUonRcs/DU+qkTqZL7LxDRANjHOXnodQL+AMbE5MBUuVJx18VT\nYNSLQfshA8AVs0tw/pTwBT36Ms5jI7BTJzPqdcl9/NQTx65gxrm/rig0urTHIdlbZlJyS+5vOKIY\nhFC+9FMlAEoFBr2APxBAryf5JweORaVZaSjICC+BuXx2CS6fXTKk3//1NXOitl29sAIbDrViYqE9\nxm8kHzXjnOxhqBqUqe3oDEke6J+JWHdOI8HAmcYcg07A65cwsqtG0tDrBHwBiV5v8pdqjEUffOv8\nuD/mFbNLcMUQA++koGbIkzxytkbUOOtZUpZ0mHGmkWDkQWOOesmNNc7Jw6ATcHr8CEh+KdHpleyl\nJdaIjLM+2SP9MxAzzjQSDJxpzDEGL32yxjl56IRAZ68SKFj5pUSnwViYzAj0Bc7q54E1zskn2Tuz\nUHJjqQaNOeqlT9Y4Jw+DXoT61o72CnrD8a1LpqAwI7nb5lG4ey+bBgERNckx2WSmKQuetPYoKwey\nq0by4XcHjQQDZxpzDDoGzslGr9Oh3alk2LKtyR84f3XF2Gs/d6YrzUrDbz4/N9HDGJRBr0OGxYCO\n4OeBNc5EqYWRB4056ix1k4FfSMlCm1UbC4Ez0emUo7nqwowzUWph4ExjjlozyDZPyUNbx5ltMyZw\nJESJl6U5eRzuAjVElJwYedCYwyVskw8zzkR9mHEmSl2nJXAWQtwphJBCiDzNtruFEDVCiP1CiItP\nx37pzJBv56SuZKMLBgcmvY59nOmMl2Xtu+rCrhpEqSXukwOFEOUALgJwVLNtGoCrAUwHUALgDSHE\nJCmlP977p9T38HVz8dKOBlTl2RI9FApSs2rZNiMEL03TGS4neNVFrxP8PCSRp25aBL+61jzRMJ2O\njPMvANyFvhVSAWANgKellG4pZS2AGgALT8O+6QxQkG7BDcuqEz0M0lCzahkW1jcTZaTxc5CMlk7I\nw/KJ+YkeBo1xcQ2chRBrAJyQUm6PuKkUwDHNv48HtxFRClAzziYug04U+hxIZjeJUs4pl2oIId4A\nUBTjpnsB3AOlTGPYhBA3A7gZACoqKkbyUEQ0SvTBDifsrU3U9zkIMG4mSjmnHDhLKS+ItV0IMRNA\nNYDtwZquMgDbhBALAZwAUK65e1lwW6zHXwdgHQDMnz+ff3aIxgCDZnIg0ZnOxM4/RCkrbt9yUsqd\nUsoCKWWVlLIKSjnGXCllI4AXAFwthDALIaoBTASwOV77JqLEUmucjVyUhohXXohS2KgsuS2l3C2E\neAbAHgA+ALexowZR6tBzGXSiEH4OiFLXaQucg1ln7b/vB3D/6dofESUOSzWI+nCSLFHq4qebiEas\nr1SDf1KImHEmSl38dBPRiDHjTNTHxFp/opTFbzkiGjG1HR2XFyZixpkolfHTTUQjZgi232LcTMTA\nmSiV8dNNRCOmEyLs/0RnMgbORKmLn24iGjG1xlnHlDMRa/2JUhg/3UQ0Ympts54ZZyK2oyNKYfx0\nE9GIqfEyE85EgJFLbhOlLAbORDRiUir/F8w4E7HGmSiF8dNNRCMWCEbOnBxIxFINolTGTzcRjVhf\n4JzggRAlAWaciVIXP91ENGL+gPJ/dtUgYo0zUSpj4ExEI8ZSDaI+zDgTpS5+uoloxGQwcGa8QMQ+\nzkSpjJ9uIhqxQLCrBjPORCxZIkplDJyJaMTUUg22oyMiolTGwJmIRqwv45zYcRAREZ1ODJyJaMQC\nAU4OJCKi1GdI9ACIaOy7aXk1Drc4sHZJVaKHQpQUvr5yImaVZiZ6GEQUZ0KdDZ+M5s+fL7ds2ZLo\nYRARERFRChNCbJVSzh/sfizVICIiIiIagrgHzkKI24UQ+4QQu4UQP9Fsv1sIUSOE2C+EuDje+yUi\nIiIiOp3iWuMshDgPwBoAs6WUbiFEQXD7NABXA5gOoATAG0KISVJKfzz3T0RERER0usQ743wLgP+R\nUroBQErZFNy+BsDTUkq3lLIWQA2AhXHeNxERERHRaRPvwHkSgOVCiE1CiPVCiAXB7aUAjmnudzy4\nLYoQ4mYhxBYhxJbm5uY4D4+IiIiIaHhOuVRDCPEGgKIYN90bfLwcAIsBLADwjBBi3Kk8vpRyHYB1\ngNJV41THR0RERER0Opxy4CylvKC/24QQtwD4u1R63G0WQgQA5AE4AaBcc9ey4LYBbd26tUUIceRU\nxxgHeQBaErBfOv14bFMXj23q4rFNXTy2qWusHdvKodwp3gug/APAeQDeFkJMAmCC8qK9AOApIcQD\nUCYHTgSwebAHk1Lmx3l8QyKE2DKUXn409vDYpi4e29TFY5u6eGxTV6oe23gHzo8CeFQIsQuAB8Da\nYPZ5txDiGQB7APgA3MaOGkREREQ0lsQ1cJZSegBc189t9wO4P577IyIiIiIaLVw5MLZ1iR4AnTY8\ntqmLxzZ18dimLh7b1JWSx1YolRRERERERDQQZpyJiIiIiIaAgTMRERER0RAwcNYQQqwSQuwXQtQI\nIb6V6PHQqRFClAsh3hZC7BFC7BZCfCO4PUcI8boQ4mDw/9ma37k7eLz3CyEuTtzoaSiEEHohxMdC\niBeD/+axTQFCiCwhxN+EEPuEEHuFEEt4bFODEOLfg3+Pdwkh/iKEsPDYjk1CiEeFEE3BzmnqtlM+\nlkKIeUKIncHbfi2EEKP9XEaCgXOQEEIP4DcALgEwDcA1QohpiR0VnSIfgDullNOgrF55W/AYfgvA\nm1LKiQDeDP4bwduuBjAdwCoADwffB5S8vgFgr+bfPLap4VcAXpVSTgEwG8ox5rEd44QQpQC+DmC+\nlHIGAD2UY8djOzY9DuW4aA3nWP4WwJehrOkxMcZjJjUGzn0WAqiRUh4OttV7GsCaBI+JToGUskFK\nuS34czeUL99SKMfxj8G7/RHAp4I/rwHwtJTSLaWsBVAD5X1ASUgIUQbgMgCPaDbz2I5xQohMAOcA\n+AOgtDWVUnaAxzZVGACkCSEMAKwA6sFjOyZJKd8F0Bax+ZSOpRCiGECGlHJjcJ2PP2l+Z0xg4Nyn\nFMAxzb+PB7fRGCSEqAIwB8AmAIVSyobgTY0ACoM/85iPLb8EcBeAgGYbj+3YVw2gGcBjwTKcR4QQ\nNvDYjnlSyhMAfgbgKIAGAJ1SytfAY5tKTvVYlgZ/jtw+ZjBwppQjhLADeBbAN6WUXdrbgme47ME4\nxgghVgNoklJu7e8+PLZjlgHAXAC/lVLOAdCD4OVeFY/t2BSsd10D5eSoBIBNCBG2SBqPbeo4U44l\nA+c+JwCUa/5dFtxGY4gQwgglaH5SSvn34OaTwctDCP6/Kbidx3zsWAbgCiFEHZQyqvOFEH8Gj20q\nOA7guJRyU/Dff4MSSPPYjn0XAKiVUjZLKb0A/g5gKXhsU8mpHssTwZ8jt48ZDJz7fARgohCiWghh\nglLU/kKCx0SnIDgz9w8A9kopH9Dc9AKAtcGf1wJ4XrP9aiGEWQhRDWWSwubRGi8NnZTybillmZSy\nCspn8y0p5XXgsR3zpJSNAI4JISYHN60EsAc8tqngKIDFQghr8O/zSihzT3hsU8cpHctgWUeXEGJx\n8D3xRc3vjAmGRA8gWUgpfUKIrwH4F5SZv49KKXcneFh0apYB+AKAnUKIT4Lb7gHwPwCeEULcCOAI\ngM8BgJRytxDiGShf0j4At0kp/aM/bBoBHtvUcDuAJ4NJi8MAboCS2OGxHcOklJuEEH8DsA3KsfoY\nyjLMdvDYjjlCiL8AOBdAnhDiOID/xvD+Bt8KpUNHGoBXgv+NGVxym4iIiIhoCFiqQUREREQ0BAyc\niYiIiIiGgIEzEREREdEQMHAmIiIiIhoCBs5ERClECHG5EKJRCJGj2bZGCHEiuLw1ERENE7tqEBGl\nGCHEUwC8Usq1QogsKC2hviqlZG96IqIRYOBMRDQGBVdR/D2U3uXFAP4B4BYppUsIkQclWP4ClAVj\nLFLKaxI1ViKiVMHAmYhoDAoGzg4AlwDoAfBPAG9LKf9f8PZrADwIQAKYJqVsTtBQiYhSBmuciYjG\nroeklMeklG0A7gegzSpvBJAJ4DUGzURE8cHAmYho7Dqm+fkIgBLNv9cB+BOAS4UQS0Z1VEREKcqQ\n6AEQEdGwlWt+rgBQDwBCiBuDt60GsAXAI0KIOVJKz+gPkYgodbDGmYhoDArWOHdDqXF2AngBwLsA\nHgKwC8AaKeV7QggBYD2U+uf/TtBwiYhSAgNnIqIxKKKrRgmA5wHcAuApAPVSyls1950MYDOApVLK\n3aM/WiKi1MDAmYhoDAoGzjdJKd9I9FiIiM4UnBxIRERERDQEDJyJiIiIiIaApRpEREREREPAjDMR\nERER0RAwcCYiIiIiGoKkXgAlLy9PVlVVJXoYRERERJTCtm7d2iKlzB/sfkkdOFdVVWHLli2JHgYR\nERERpTAhxJGh3I+lGkREREREQ8DAmYiIiIhoCEY1cBZCrBJC7BdC1AghvjWa+yYiIiIiGolRC5yF\nEHoAvwFwCYBpAK4RQkwbrf0TEREREY3EaGacFwKokVIellJ6ADwNYM0o7n9Iulxe1DQ5Ej0MIiIi\nIkoyoxk4lwI4pvn38eC2pHLdI5vwzb9+DK6oSERERERaSTc5UAhxsxBiixBiS3Nz86jvf+2SKuw6\n0YX1B0Z/30RERESUvEYzcD4BoFzz77LgtjBSynVSyvlSyvn5+YP2oY67S2cWQwjgk2Mdo75vIiIi\nIkpeoxk4fwRgohCiWghhAnA1gBdGcf9DkmbSoyrXhv2N3YkeChERERElkVFbOVBK6RNCfA3AvwDo\nATwqpdw9Wvs/FZMK7Xj3QDNe3dUIvU4gICVcXj+6XD5IKVGSmYaKXCsmFtghhEj0cImIiIhoFIzq\nkttSypcBvDya+xyOS2cW47U9J/HVP28d8H4zSzPxxI0LkWU1jdLIiIiIiChRRjVwHivWnFWKxeNy\n0eJwQ22uYTHqkWExAAI40d6LnSc68b1/7sGv36zBfZezHTURERFRqmPg3I/CDAsKMywxbytIt2BO\nRTY217bh2W3HccdFk2A386UkIiIiSmWM9kbgpuXj8OKOBtz8py1YOj4XWVYTynOsWD4hDzoda5+J\niIiIUgkD5xE4qzwL91w6Bb95+xA2HGoNbb9mYTl+dOWsBI6MiIiIiOJNJPMKefPnz5dbtmxJ9DCG\nxO3zo73Hi2/9fQe2H+vAx/ddlOghEREREdEQCCG2SinnD3a/pFs5cKwyG/QoyrRg6fhctDu96HB6\nEj0kIiIiIoojBs5xVp1nBwDUtvQkeCREREREFE8MnOOsOs8KANh+rAOBQPKWwRARERHRqeHkwDir\nyrVhanEGvvPPPfj+S3uRZzdhQoEdd1w4CfMqcxI9PCIiIiIaJgbOcWbQ6/DUTYvw4o56NHa50NTl\nxgc1Lfjc7zdi7ZIqLJ+Yh7mV2QCAj4+2w+eXSLcYUJKVhvIca4JHT0RERET9YVeNUdDl8uLb/9iF\nl3Y0wBeQEMEWz5EvfVl2GvLsZmRZjZhcmI5ZZVnwS4nOXi86nR7k2MxYPbsYGRbj6D8JIiIiohQ1\n1K4aDJxHUa/Hj4+PtWNLXTukBBZUZ8NuNqDb5cP+xm5sO9qOzl4v2no8OHjSAY8/EPUYaUY9Lp1Z\njIXV2bhoWhGybaYEPBMiIiKi1MHAeYxzef2oaXLAYtQh3WJEltWI/Y3d+Mvmo3hxewO63T6kmw24\na9VknD+1EFlpRliMeui5YiERERHRKWHgnMICAYk9DV24/6W9+PBw34qFJoMO/37BJNxy7vgEjo6I\niIhobBlq4MzJgWOQTicwozQTT315EbYdbcf+Rgccbi9e2tmIX715ANctrkA666CJiIiI4oqB8xgm\nhMC8ypxQm7v5VTm48uENeGPvSXx6TlmCR0dERESUWrgASgo5qywLGRYDNh1uS/RQiIiIiFIOA+cU\notMJzK/KwfoDzWjo7EUy168TERERjTUMnFPMZ+aWobHLhSU/egtzv/86bn1yK461ORM9LCIiIqIx\njzXOKeayWcWoyjsbm2vbsLehCy/vbMSGQ+/jO5dPx/KJecixmSAEW9YRERERnSq2o0txdS09uPmJ\nLThw0gEAMOoFbj13Av79wkkJHhkRERFRchhqOzqWaqS4qjwbXv76cjzzlSW4b/U0lGSlYcOhlkQP\ni4iIiGjMYanGGcCg12FhdQ4WVufgk2Md2H68I9FDIiIiIhpzmHE+w+Snm9HU5WbHDSIiIqJTxMD5\nDFOQbkav1w+H25fooRARERGNKQyczzAFGWYAQHO3O8EjISIiIhpbWON8hsm3WwAAX3/6Y2RYjNAJ\ngRybCV9cUon5VTkJHh0RERFR8mLG+QwzuzwTF08vhNVkgNcfQK/Xjw9qWnD1uo3YeqQ90cMjIiIi\nSlrs40zocHqw+sH3EQhI/OgzszC3IgvpFmOih0VEREQ0KtjHmYYsy2rCQ9fOhcPtw9pHN2PB/W/g\nTx/WJXpYREREREmFNc4EADirPAsb71mJLXXteOyDWtz3/G5kphmx5qzSRA+NiIiIKCnENeMshPip\nEGKfEGKHEOI5IUSW5ra7hRA1Qoj9QoiL47lfig+ryYBzJuVj3RfnY0FVNu54Zjtue2obXt3VALfP\nH3bfpi4XbvrjFtz25Da8va+JfaGJiIgo5cW7VON1ADOklLMAHABwNwAIIaYBuBrAdACrADwshNDH\ned8UJ0a9Do/dsBDXLarAxkOt+Oqft2HVL9/DiY7e0H3++GEd3th7Eu/XtOCGxz/Cv/3uQ+w83pm4\nQRMRERGdZnENnKWUr0kp1ZU1NgIoC/68BsDTUkq3lLIWQA2AhfHcN8WX3WzAd9fMwKZ7VuKRL85H\nY6cLP3l1X+j2N/Y0Ycm4XGz5fxfgh5+eiSNtTnz2dxuwv7E7gaMmIiIiOn1O5+TALwF4JfhzKYBj\nmtuOB7dFEULcLITYIoTY0tzcfBqHR0Nh0OtwwbRCfHFpJV7YXo+DJ7txtNWJ/Se7ccG0Qhj1Oly7\nqAIv3n423L4AXt/TmOghExEREZ0Wpzw5UAjxBoCiGDfdK6V8PnifewH4ADx5qo8vpVwHYB2gtKM7\n1d+n0+Mr54zHkxuP4rantqEoMw0AcMHUgtDthRkWTCq0Y3Mde0ETERFRajrlwFlKecFAtwshrgew\nGsBK2Tdj7ASAcs3dyoLbaIzIsZnwm8/PxX/833YcbHLgmoUVqMy1hd1nQVUOnv+kHv6AhF4n0Opw\n457ndsLrl/jFVWchM429oYmIiGjsims7OiHEKgB3AVghpXRqbnoBwFNCiAcAlACYCGBzPPdNp9+K\nSfnYfM9K+AISRn10lc/C6hw8ueko9jZ0Qa8T+MoTW3G0TdjVE0IAACAASURBVHkb/OPjE1i7tGqU\nR0xEREQUP/GucX4IQDqA14UQnwghfgcAUsrdAJ4BsAfAqwBuk1L6+38YSlZCiJhBM6BknAHg+sc2\n47Jfvwenx4e/37oU4/NteGVXw2gOk4iIiCju4ppxllJOGOC2+wHcH8/9UXIpyUrDnRdOwqu7G3Hl\n3DJ8dcV45NhM+PScUvzstQP45FgHzirPGvyBiIiIiJKQSOaFK+bPny+3bNmS6GHQCHW7vFj58/Uw\n6ASevXUpioOTC4mIiIiSgRBiq5Ry/mD3O53t6IgAAOkWIx67YQG6XD58+x+7Ez0cIiIiomFh4Eyj\nYnpJJm5YVoU3953EsTbn4L9ARERElGQYONOouWpBOaQEXthen+ihEBEREZ0yBs40asqyrZhXmY2/\nfnQMvR42VSEiIqKxhYEzjao7L5yEo21OrH7wPfzgxT34y+ajaO52J3pYRERERINi4EyjaumEPPzu\nunnItprwpw+P4O6/78R5P3sHr+1uTPTQiIiIiAbEdnSUMP6AxMGmbtz1tx3YcbwT1y+twvVLq1CV\nZxv8l4mIiIjihO3oKOnpdQJTijLwzFeW4JqF5Xhi4xGsfGA9HnnvcKKHRkRERBSFgTMlnMWox4+u\nnIUPv3U+LpxaiB+8tBd/3FCX6GERERERhWHgTEmjIMOCh66dg/Mm5+PHr+5DiyN60uDRViceeusg\njrayFzQRERGNLgbOlFQMeh3+8+IpcHr8eGtvU9htHU4Prlr3IX722gH84X2WcxDR2Heo2YHnPzmB\n2paeRA+FiIbAkOgBEEWaVGiHUS9wOOKL5K8fHUNDpwtpRj22He1I0OiIiOLj46PtuGrdRnh8AQgB\nXDazGPdeNhXFmWmJHhoR9YMZZ0o6Br0O5TlW1GkC50BA4qnNR7GwKgdfOrsKexu6uIgKEY1pz318\nAgDw7C1Lceu54/HG3pO48IF38cBr++Fw+xI8OiKKhYEzJaVxebawS5dv72/CkVYnPr+4AnMrsuEL\nSOw4zqwzEY1NUkq8e6AZy8bnYl5lNv7z4il47ZsrsGxCLn79Vg2uf3Qz/IHkbRdLdKZiqQYlpWnF\nGXhrXxP+8H4trCY9fvH6AVTn2bBqRhEcLiUTs+1oBxaNy436XZ8/gNqWHpTnWGEx6kd76EREYQ41\nO7DxcCs6e72wmQzItplwor0Xda1O3HruhND9KnKt+P0X5uOJjUfw7X/swvbjHZhbkZ3AkRNRJAbO\nlJRuOmccXt3diO+/uAcAUJVrxW+unQuzQQ+zXY9JhXb84o0DOHiyG59fXIF5lTkAgE6nF194dBN2\nHO9EcaYFL95+NnLt5kQ+FSI6Qx1uduCB1w/gxR0NMW+vzLVizZySqO2rZxbjvud34b0DLQyciZIM\nVw6kpOUPSNS19kAvBCpyrNDpROi2I609WPfuYTz/ST0cbh8um1mM71wxHQ+/U4M/bqjDbedNwO/W\nH8LnF1XiO1dMT+CzIKJk5A9ItPa4kWczh/1tiZetR9rwud9vhNmgw5eWVeNz88uRn25Gj8eH9h4P\nOnq9mFacAZs5dv7qiofeh9mgw/99dWncx0ZE0Ya6ciAzzpS09DqB8fn2mLdV5tpw/6dn4t7LpuIP\n79Xiwbdr8Pqek/D4A7h2UQXuvGgyapoceHlnA+5bPS30xbj+QDNe2lGP0iwrlk/Kw5zyLAgR/y9N\nIkpedS09WPvYZhxpdWJcvg1Pf3kxCjIscd3H4xuOwG424I07ViA/ve+qV5pJj7whXAVbPjEPv1t/\nGN0uL9ItxriOjYiGj5MDaUyzmgy4feVEvHj72Vg6IVdp53TpVADAxdOL0NTtxh8/rENtSw8efqcG\nax/djFd2NuKXbx7AlQ9vwDk/fRt/33Y8sU+CiEbVPc/tRFuPB3deOAnH23vxm7dr4r6P9w824+Lp\nhWFB86lYMakA/oDEa7tPxnlkRDQSzDhTSphUmI7Hb1gYtu2yWcX488Yj+O4/9+C7/1RqpVdNL8Kv\nrjkLLk8Ar+89iSc+rMMdz2xHZa4N8ypZS0iU6rYdbceGQ624b/U0fOnsaryxrwk1zY647sPt86Pd\n6UVFjnXYj7GgKhsTC+x45P1aXDm3lFfGiJIEA2dKWUa9Dn++aRE2HGpBe48X5TlWLKjKhhACZoMe\nn51XhktmFOHsH7+FR947jHmV8xI9ZCI6jWqaHLjrbzuQYzPhqgXlAIDKHCu2HW2P636autwAMKLy\nDyEEvrx8HO56dgfer2nB8on58RoeEY0ASzUopVmMepw/pRCfmVeGhdU5UVkbm9mAy2eX4J39zXB5\nuaAKUSqSUuK37xzCpb96D01dLjx07ZzQpLzKXCvqO3rh8QXitr+mbhcAoHCEddNr5pSgONOC+1/a\nC6dHacMZCEg8/kEt1j66Gd95YTdqmuKbLSeigTHjTGe8C6YW4k8fHsFv3q7Bp+aUoiLHCqOe55RE\nqUBKiZ/+az8efucQLp1ZhO9eMSOs7rgix4qABPY3dmNmWWZc9nlSzTgPs75ZZTbo8f01M3DzE1tw\n4QPvYun4XBxscuCTYx0Yl2/DxsOt+OOHdfj0nFJcMbsE+elmVOfZYDXxq53odOGni854Z0/Iw4XT\nCvHgWzV48K0a5NhM+PFnZuHCaYWJHhpRStp+rAN3/W0Hul1efOvSqbhidnQv43iQUuLnrx3Aw+8c\nwjULK3D/p2ZEtZ5bMTkfWVYj1j62GZfOLMKkwnQsn5iP6jzbsPd7sis+GWcAuGBaIf584yKse+8w\n3t7fjMw0A37y2Vn4t3llaOvxYN17h/HYB3X4+zZl+e4sqxG3rBiPNWeVIjPNCL1OwGRgIoAoXtjH\nmQhKT9dPjnWgtqUHf9xQh70NXbjv8mmYWpyBLXXteHlnA7z+AFZOLcCnzirFxML0RA+ZaEzyByTO\n/vFbkBLIsZlwsKkbr3xjOSYUxP8z9cxHx3DXsztw9YJy/PDTM/vt17zzeCceevsg3jvYAqfHD6tJ\nj+duXYbJRcMb033P78KzW49j13cvHpVJfZ29Xuxv7EaLw41nthzDO/ubQ7eZDTp8dcV4fPOCiZxg\nSDSAofZxZuBMFKHL5cUNj32ErUf6JgzNqciCzWTAh4db4Q9IzCjNwN2XTMWyCXkJHCnR2FPb0oPz\nfvYOfvLZWVg5pQArfvoOLppWiAeuOiuu+3H7/Fjyo7cwscCOp768GPohLHIipURtSw8ueGA9vnbe\nBNxx0eRh7fvTD38Ao16HZ76yZFi/P1I7jndg+7EOONx+7DrRiZd2NuDLy6txz6VTGTwT9YMLoBAN\nU4bFiGe+sgR7G7rQ1uNBVa4NFblKW6nmbjde3FGPP314BGsf3Yzff2EeVk5lSQfRUB042Q0AmFyY\njly7GZ+dV4anNh3FfZdPQ5bVFLf9vLb7JNp6PLjtvAlDCpoBpZPFuHw7ppdkYlNt27D26/UHsLeh\nC59fVDms34+HWWVZmFWWBUA5Gch7wYT/fa8W7x1swbSSDOTZzZhTnoV5VdmnbeVEolTFwJkoBr1O\nYEZp9ESh/HQzblhWjc/MK8N1j2zCLX/ehoeunYOLphclYJREQyelhMsbgMWoS2jW8WAwcJ5QoKwK\n+pm5ZXh8Qx3+tbsRVy2oiNt+/rL5KMqy03D2MK4KLRmfi8c/qEOXy4uMU1i1z+X14+G3a+DyBnD2\nxOS4GiWEwH9fPh0TCtPx8o4GfHioFa09HqwLdhHR6wTy7CbcfclUfGpOaYJHS5T8GDgTDUOGxYgn\nvrQIX3xsM255chsumlaIWWVZuGxmcSg7TTQch5sdeHxDHVZOLcSKSfHp3dvqcOMzv92AulYndEI5\nAZxanIH7Vk/DuH6WtT9dNte1ozLXGmoHN6M0A+PybHhq8zF8bn45hBA42eXCMx8dw+a6NnzlnPGD\nBqEHTnbj9+sPw+H2ojLXBrfXjw2HWnHXqsnDyqaumlGEde8exvMfn8AXllQN6Xee/+QE/vuF3ehw\nenH+lAKcG6djFw86ncAXFlfiC4uVLLjXH8CO4x3YcbwTrQ4P3qtpwX/833ZMKLDHTBgQUR/WOBON\ngMPtw8/+tR+v7W5EfacL2VYjXv3mOXGZTU9nHpfXj1W/fBd1rU4YdALv/dd5KM5MG/Hj/n79Ifzo\nlX340rJqpJl0aOpy4/+2Hsdn55XhZ/82Ow4jH5rNtW24at2HuP38ibjjwkmh7U9uOoJ7n9uF8ybn\no8ftx5YjbQgEv5pWTinAH65f0O9jurx+rPjp23C4fCjKtOBYu9KTedX0Ivz6mjnD6ighpcSVv92A\nj492YMWkfCwdn4uCDDPy7RYsm5AblbHfU9+F1Q++h7kV2bjzoslYPC66Z3wy63B6cNEv3oUQwP+7\nbBounVk85PIWolSR0BpnIcSdAH4GIF9K2RLcdjeAGwH4AXxdSvmv07FvotFkNxvwnSum4ztXTA99\nef70X/vxpWXVqO/oxbF2JyYXpWPp+OS4bEvJ7bU9J1HX6sSdF07Cz18/gK1H2rF61sgD5zf3NWFm\naSbuu3xaaFuLw40dxztG/NhDsa+xC798/SBe3d2IihwrrlscXpJx1fxyHG7uwSs7G1CQYcGt507A\nlXNL8dBbNXi/pgXH2534oKYFyybkoSw7/IrOnz6sw8kuN/5682IsGpcbKklJM+mHPV4hBP584yI8\n8l4tntlyDOsP9HWp+K9VU3DLueMBKAF2W48H9zy3ExlpRvxh7QJkWode2pEssqwm/OnGhfjaUx/j\n9r98jAffOojvXD4dSzn5mShK3ANnIUQ5gIsAHNVsmwbgagDTAZQAeEMIMUlKyaXaKGVMK8nAVQsq\n8JfNR/G3rcfDbvvGyon4d02Gjc48bp8fRp1uwNKB57YdR1GGBTevGIcH367B9mMdWD1r5D2Oa1t6\nokoHZpVlYf2BZvS4faGyiXhr6nbhu//cg5d2NCDdbMA3Vk7Ejcuro+qGDXodvr16Gr69elrY9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0SYxi0oDubQ++nairn8iloLSGt/77zON+j3+v38t9b+Szo6wG51p3vXv5hkn0jP/8R7uf7Ai4\nZGsp864YzXle2tr5sx5dsoNfLtwIQEb3KBbcOJn4SJU0iByvlhbHmsIK9h2sIyczgR6e0o35Kwv5\n0UsfERMewpDUOM4cmKx+0HLS6OFAkVOQc47Fm0t4IbeI0up6tpXUUFpdz5iMBK4cn87SbWXMzy1q\nu75bVCh/vnKMVzpEzPzDEuKjwnji2+NO+L1q6ptYUVDO9U+t5msjU7n3kpFHnK+sa+SGf6xmydbS\nI7aK7ixLt5VReOAQ52T3oFuU/7UHFPEXH24r5dV1e9m45yDrig7yy4uGMWd8hq/DklOAEmcRob6p\nmedzi/ijZ4e7kCDj25P78t3JfdleWsP/vryBsup6Fv9g2nFtOX248b9axBlZSfzm0pFffnE7zXl0\nOZW1jbxy4+S2sdc37OWnr+RRWl3PvZeM5JIx3i/REBHfcs5xwUNLiAgN5sXrJvo6HDkFqKuGiBAe\nEsyV4zOYndOHrfurSYoNIyW29WPRlLgIHrxsFF996D88smQ7t54z6Ljv09zS+tBiDy8/LZ+eGMW/\n1u9tO359wz6+99RqhvaK45GrchiR1s2r9xORrsHMOCe7Jw8s2szeg7WtnXJEuoCT+/SQiPhEWEgQ\n2b3i2pLmT2T3imP6kB48tWwntQ3Nx/3+ZTX1NLc4UuKOvdHI8cjoHkXFoUYO1jbS3OK4698byU6N\n46XrJyppFglws0b3JsiMu/61iaq6xrbx8poGfvD8Oqbdt5hJ97zDHS9voPEzmwOJdBatOIuc4q4+\nox9vbSzmxdVFXHmctYT7K1u3zf5sYn6i0hNb+yvn76tie0k1heW1zPvmEG2iIHIK6JMYxXVn9ucP\n727lrY3FTBuUwuiMbjyfW8TOskOcNTiFFud4ctlOUmLD2/rHl1XXs2ZXBRP6dyfaixsEiYASZ5FT\n3tjMBLJSYnhtw97jTpw/2aRlQEr7dgpsr7GZCXSPDuOyh5fS4lqPZwzt3E1ARKTr+MG5gzh7SAov\nr9nNG3nFvJ63j6SYMP4+dywTPf3e5zy6nOdXFXHjukdhtQAAElJJREFUWQOoqm/ionkfUFheS8+4\nCO64IJvzh/dUZw7xGiXOIqc4M+PMgck84SnX6Ej/1JYWx8L1e/nju9sYmRbPgBTv9jjuHhPOc9eO\nZ35uEbHhIXxrQqa2gxY5xYxKT2BUegJ3XjiUspoG4iJCj+hTf/7wVG5/aT1rCiv410d7KTpQy4/P\nG8yCtXu44enVnJGVxPfPzmJMRoISaDlh6qohIry3uYSrHlvB498ex5kDkz93fl1hBfe/tRkHJMWE\nERseQmOLY+m2MnaU1pCdGsdvLh3B0F4d2OdaRMQLKusaOfu373GgpoGmFsfl4/pw96wRNDW38OSy\nndz/1maq6poY1juOZ64e39a7fl1hBU8t20lFbSP9kqO56awsYlTaccpSVw0RabdxmYmEhQTxn80l\nn0ucnXPc9sJH7Co/xMAeMWzbX01NQxPOwdBecdx6zkDOG5ZKsFaCRcQH4iJCefSqHP7+YQH9k2O4\nZko/AEKCg5g7qS+zc/rwxNKd/Pr1j1m6rYxzhvYkt6Ccbzy8jOiwYFLjI3lrYzFl1Q3c58V2mhKY\nlDiLCJFhwUzs351nVxYyKj3hiJrA1bsOkF9cxW8uGcGlnbzRiIjI8RiR1o37Z5921HPR4SHMnZTJ\n/W/ls2rXAb6S3YOfLcgjNT6Cf910BvFRofzkn+t5cVUR9148QuVg8oXUjk5EALh71nDSEiK54enV\nXPrnpazedQCA9/JLCDI4J1sP5YmIf4oIDSa7VzxrdlawprCCvD2VXDe1f9vGT9mpcdQ3tbCvss7H\nkUpXpxVnEQEgNT6ShTdN5vlVRfz2zXxmzfuQnIwENu2tZHR6wgnvLCgi4kuj07vxzIpd/P2DAqLD\ngpl5Wu+2c/2SWjsCFZTW0KubNluRY9OKs4i0CQkO4vJx6bz3w2n8aMZgGppbGNY7nl/NGu7r0ERE\nTsjo9ATqGltYsG4Ps0anHfEgYKYncd5WWuOr8MRPaMVZRD4nOjyE66b257qp/X0dioiIV4zv1534\nyFCyUmL44YxBR5zrGRdBSmw4C9ft4crT09W2To5JK84iIiIS8JJjw1n706/wwnUTiYs4svQsKMi4\n8awBLN9Rzq9fz6crt+oV39KKs4iIiJwSvmglec74DDYXV/Hn97axdHsZ15zRj/OG9VSXDTmCVpxF\nRETklGdm/OLCYdwzazjlNfXc8PRqvv34Smrqm3wdmnQh2jlQRERE5DAtLY6nlu/kzgV59E2K5rxh\nqQxJjWNs3wRSYiN8HZ50Au0cKCIiInIcgoKMb03IpE9iFPe/uZk/vbeN5hZHVFgwf/1WDpMGJPk6\nRPERrTiLiIiIfIG6xmY27a3k1ufXUdvQzHs/nEZYiKpdA0l7V5w16yIiIiJfICI0mFHpCdzx1Wz2\nHqxj0aZiX4ckPqLEWURERKQdpgxMpkdcOM+vKvJ1KOIjSpxFRERE2iE4yJg1Oo3F+fvZoV0GT0lK\nnEVERETa6crxGcRFhjL3bysoq673dThyknk9cTazm8zsYzPLM7N7Dxu/3cy2mlm+mZ3r7fuKiIiI\ndLbe3SJ57P+NZXdFLb97e3PbeF1jM+98XMyaXQd8GJ10Nq+2ozOzacBMYKRzrt7MUjzj2cBlwFCg\nF/C2mQ10zjV78/4iIiIinW10egKXjOnD/JVF3DZjMDtKarj+H6vZXVELwN/njmXqoBQfRymdwdsr\nztcB9zjn6gGcc/s94zOBZ51z9c65HcBWYJyX7y0iIiJyUlw8ujcNzS1c9dgKLv3LUgD+fOUYggze\n+Xj/l3y1+CtvJ84DgTPMbLmZvWdmYz3jvYHCw64r8ox9jpldY2a5ZpZbUlLi5fBERERETtyo9AT6\nJEayZlcF4zITefWmycwY1pOJ/ZNYsaP8c9cfrG1k3uKt3P9mvh4s9GMdLtUws7eBnkc59T+e90sE\nxgNjgflm1q8j7++cexh4GFo3QOlofCIiIiKdLTjI+Of1k9i4p5KJ/bsTEty6Fjk2M5EHFm3mYG0j\n8ZGhbdf//NU8Xlq9GzN4YtlOXr1xMn0So3wVvhynDq84O+emO+eGHeXXK7SuJL/kWq0AWoAkYDfQ\n57C3SfOMiYiIiPilpJhwpgxMbkuaAcb2TcA5WL3z04cEG5tbeGtjMbNG9eadW6dS19h8xIOF4j+8\nXarxMjANwMwGAmFAKbAAuMzMws2sL5AFrPDyvUVERER8alSfBMJCgpi3eCu7yg4BsHJHOVV1TZw7\nrCd9k6KZMz6Dl9fsZktxlY+jlY7yduL8GNDPzDYAzwJXeVaf84D5wEbgdeAGddQQERGRQBMZFsyv\nLx7Oht2VnH3/Yn7yz/U8sGgLYSFBnJGVBMD3zuxPTHgIl/5lKXcuyGNlQTnOqTrVH1hXnqicnByX\nm5vr6zBEREREOqS4so4H3t7Mi6t309DUwtdG9uKhy0e1nd9cXMX9b27mnfz9NDS1cN6wnjx4+ShC\ng7U3nS+Y2SrnXM6XXqfEWURERKRzVNY1snlfFcPT4gkPCf7c+er6Jh7/sIDfvJHP7Jw07pk1gqAg\n80Gkp7b2Js5e3QBFRERERD4VFxFKTmbiMc/HhIdww7QB1DY084d3t7J8RznTBqUwd1ImGd2jT2Kk\n0h76PEBERETEx249ZyC/v+w0+iZF88yKXcx5dAWVdY2+Dks+Q6UaIiIiIl1IbkE533h4GeP7JTJn\nfCZxEa0FAkFBxsi0bkSGfb7kQ06MSjVERERE/FBOZiK/nDmMO1/N44OtZUecu35qf26bMdhHkYkS\nZxEREZEu5orT07nwtF7sKKnhUEMTALc8t5bCA7U+juzUpsRZREREpAuKCQ9heFp823FaQhT7K+t8\nGJHo4UARERERP5AcF05JVb2vwzilKXEWERER8QPJMeHsV+LsU0qcRURERPxASlw41fVN1NQ3+TqU\nU5ZqnEVERET8QGp8BAAjfv4m6YlRTB+Swk1nZxEXEerjyE4dSpxFRERE/MCMoanUfr2FPRW1bNxb\nyWMfFPBGXjH3zBrOmMyEo27pLd6lxFlERETED0SGBXPF6eltx6t2lnPT02u44pHlBAcZ/ZOj+d+v\nZjNlYLIPowxsqnEWERER8UNjMhJ5/ZYp/OGKUVx3Zn9q6pu5+bm1tLR03V2h/Z0SZxERERE/FRcR\nygUjevGDcwdx8/Qsymsa2FpS7euwApYSZxEREZEAMDYzEYDlO8p9HEngUuIsIiIiEgAyukfRNyma\nl1YX4ZzKNTqDHg4UERERCQBmxuycPvz69Y8Z8tPXSY4Np3t0ONMGpXDNlH5EhqnrxolS4iwiIiIS\nIK6Z0o+kmDDy91VRWl3P7opafvf2ZubnFnLxmDRO75vImIwEIkKVRB8PJc4iIiIiASI4yLg0p88R\nY8u2l/GbN/L5wztbeNBBQlQoF43qjXNQUlVPdX0T3aJCGZnWjeFp8aTEhpMcG05U2KdponOOqvqm\nU36zFevKNTA5OTkuNzfX12GIiIiI+L2qukZWFpTzxNKdfLC1lIjQYJJjwomJCKG0qp49B+uOuH5w\nz1h6xEUQZLCtpIZd5YfI6B7F2MxEzshK4msjehEUZD7603iXma1yzuV86XVKnEVERERk78FaPt5X\nRVl1A3sqallZUE5lXRPOORKjwxidnsCG3QfJ3XmA8poGxmUm8rMLsxncM45gP0+g25s4q1RDRERE\nREiNjyQ1PvJLr3PO8eLq3fz81Ty++uASzCA6LIQJ/bvz0OWjArp+WomziIiIiLSbmXHJmDSmDEzi\n/c2l7CyrobS6nmdWFPLCqiKuHJ/h6xA7jRJnEREREemwlNgILhmTBrSuQi9ct5ctxVU+jqpzaQMU\nERERETkhZkbf5Gi2l9b4OpROpcRZRERERE5YZvdoCsoCO3FWqYaIiIiInLCBPWJYsG4P3318Jcmx\nESTHhDFlYDI5mYm+Ds1rlDiLiIiIyAm7amIm20trWF90kDW7Kig/1MCD72zlye+M44ysZF+H5xVK\nnEVERETkhMVGhHL/7NPajivrGrngwSXc89rHTB6QhJl/93oGL9c4m9lpZrbMzNaaWa6ZjTvs3O1m\nttXM8s3sXG/eV0RERES6lriIUK6e0o+8PZWsLDjg63C8wtsrzvcCP3fOvWZm53uOp5pZNnAZMBTo\nBbxtZgOdc81evr+IiIiIdBEXndaLP727lW8+sozsXvH0iA0nISqMuqZmKg410uIcQWaEhwQxZ0JG\nly/p8HZXDQfEeV7HA3s8r2cCzzrn6p1zO4CtwLijfL2IiIiIBIjYiFDmf28C357cl+iwYHaVH+Ld\n/P2s2VVBxaEGquubqKht5N38/dz49Bqcc74O+Qt5e8X5ZuANM7uP1qR8ome8N7DssOuKPGMiIiIi\nEsDSEqK4/bwhX3jNk8t2csfLG9hXWdeubb99pcOJs5m9DfQ8yqn/Ac4GbnHOvWhms4FHgekdfP9r\ngGsA0tPTOxqeiIiIiPiZQT1iAcjfVxVYibNz7piJsJk9AXzfc/g88Ijn9W6gz2GXpnnGjvb+DwMP\nA+Tk5HTt9XoREREROWGHJ85TB6X4OJpj83aN8x7gTM/rs4AtntcLgMvMLNzM+gJZwAov31tERERE\n/FB8VCjfPzuLUekJvg7lC3m7xvlq4PdmFgLU4Sm5cM7lmdl8YCPQBNygjhoiIiIi8olbvjLQ1yF8\nKa8mzs65JcCYY5y7C7jLm/cTERERETlZvF2qISIiIiISkJQ4i4iIiIi0gxJnEREREZF2UOIsIiIi\nItIOSpxFRERERNrBuvKe4GZWAuz0wa2TgFIf3Fc6n+Y2cGluA5fmNnBpbgOXv81thnMu+csu6tKJ\ns6+YWa5zLsfXcYj3aW4Dl+Y2cGluA5fmNnAF6tyqVENEREREpB2UOIuIiIiItIMS56N72NcBSKfR\n3AYuzW3g0twGLs1t4ArIuVWNs4iIiIhIO2jFWURERESkHZQ4i4iIiIi0gxLnw5jZDDPLN7OtZvZj\nX8cjHWNmfczsXTPbaGZ5ZvZ9z3iimb1lZls8vycc9jW3e+Y738zO9V300h5mFmxma8xsoedYcxsA\nzKybmb1gZh+b2SYzm6C5DQxmdovn+/EGM3vGzCI0t/7JzB4zs/1mtuGwsQ7PpZmNMbP1nnMPmpmd\n7D/LiVDi7GFmwcAfgfOAbOByM8v2bVTSQU3Arc65bGA8cINnDn8MLHLOZQGLPMd4zl0GDAVmAPM8\nfw+k6/o+sOmwY81tYPg98LpzbjAwktY51tz6OTPrDfwXkOOcGwYE0zp3mlv/9Hda5+VwxzOXfwKu\nBrI8vz77nl2aEudPjQO2Oue2O+cagGeBmT6OSTrAObfXObfa87qK1n98e9M6j497LnscuMjzeibw\nrHOu3jm3A9hK698D6YLMLA34KvDIYcOaWz9nZvHAFOBRAOdcg3OuAs1toAgBIs0sBIgC9qC59UvO\nufeB8s8Md2guzSwViHPOLXOt3SmeOOxr/IIS50/1BgoPOy7yjIkfMrNMYBSwHOjhnNvrObUP6OF5\nrTn3Lw8AtwEth41pbv1fX6AE+JunDOcRM4tGc+v3nHO7gfuAXcBe4KBz7k00t4Gko3PZ2/P6s+N+\nQ4mzBBwziwFeBG52zlUefs7zE656MPoZM7sA2O+cW3WsazS3fisEGA38yTk3CqjB83HvJzS3/slT\n7zqT1h+OegHRZnbl4ddobgPHqTKXSpw/tRvoc9hxmmdM/IiZhdKaNP/DOfeSZ7jY8/EQnt/3e8Y1\n5/5jEnChmRXQWkZ1lpk9heY2EBQBRc655Z7jF2hNpDW3/m86sMM5V+KcawReAiaiuQ0kHZ3L3Z7X\nnx33G0qcP7USyDKzvmYWRmtR+wIfxyQd4Hky91Fgk3Pu/sNOLQCu8ry+CnjlsPHLzCzczPrS+pDC\nipMVr7Sfc+5251yacy6T1v8333HOXYnm1u855/YBhWY2yDN0NrARzW0g2AWMN7Moz/fns2l99kRz\nGzg6NJeeso5KMxvv+TvxrcO+xi+E+DqArsI512RmNwJv0Prk72POuTwfhyUdMwmYA6w3s7WesZ8A\n9wDzzew7wE5gNoBzLs/M5tP6j3QTcINzrvnkhy0nQHMbGG4C/uFZtNgOzKV1YUdz68ecc8vN7AVg\nNa1ztYbWbZhj0Nz6HTN7BpgKJJlZEfAzju978PW0duiIBF7z/PIb2nJbRERERKQdVKohIiIiItIO\nSpxFRERERNpBibOIiIiISDsocRYRERERaQclziIiIiIi7aDEWURERESkHZQ4i4iIiIi0w/8BTulS\nAf3mfAYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28ef68af550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = 411\n",
    "audio_path = 'sounds/soprano-E4.wav'\n",
    "(fs, x) = WAV_read(audio_path)\n",
    "x = x[1000:1000+M]\n",
    "w = get_window('blackman', M)\n",
    "w = w/sum(w)\n",
    "xw = x*w\n",
    "\n",
    "N = 1024 # power of 2\n",
    "fftbuffer = np.zeros(N)\n",
    "hm1 = (M+1)//2\n",
    "hm2 = M//2\n",
    "fftbuffer[:hm1] = xw[-hm1:]\n",
    "fftbuffer[-hm2:] = xw[:hm2]\n",
    "\n",
    "X = fft(fftbuffer)\n",
    "mX = 20*np.log10(np.abs(X))\n",
    "pX = np.unwrap(np.angle(X))\n",
    "\n",
    "plt.figure(figsize=(12,15))\n",
    "\n",
    "plt.subplot(411)\n",
    "plt.plot(xw);plt.title('x: M = 411')\n",
    "\n",
    "plt.subplot(412)\n",
    "plt.plot(fftbuffer);plt.title('fftbuffer: N=1024')\n",
    "\n",
    "plt.subplot(413)\n",
    "plt.plot(mX);plt.title('mX')\n",
    "\n",
    "plt.subplot(414)\n",
    "plt.plot(pX);plt.title('pX')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 总结\n",
    "\n",
    "以上我们总结了傅里叶变换常用的性质和概念，讲清楚了这些，在下一个文章中，我们就可以实现一个完整的DFT代码啦"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
